{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading Pre-Trained Models\n",
    "\n",
    "## Description\n",
    "\n",
    "In this tutorial, we will use the pre-trained `squeezenet` model from the [ModelZoo](https://github.com/caffe2/caffe2/wiki/Model-Zoo) to classify our own images. As input, we will provide the path (or URL) to an image we want to classify. It will also be helpful to know the [ImageNet object code](https://gist.githubusercontent.com/aaronmarkham/cd3a6b6ac071eca6f7b4a6e40e6038aa/raw/9edb4038a37da6b5a44c3b5bc52e448ff09bfe5b/alexnet_codes) for the image so we can verify our results. The 'object code' is nothing more than the integer label for the class used during training, for example \"985\" is the code for the class \"daisy\". Note, although we are using squeezenet here, this tutorial serves as a somewhat universal method for running inference on pretrained models.\n",
    "\n",
    "If you came from the [Image Pre-Processing Tutorial](https://caffe2.ai/docs/tutorial-image-pre-processing.html), you will see that we are using rescale and crop functions to prep the image, as well as reformatting the image to be CHW, BGR, and finally NCHW. We also correct for the image mean by either using the calculated mean from a provided npy file, or statically removing 128 as a placeholder average.\n",
    "\n",
    "Hopefully, you will find that loading pre-trained models is simple and syntactically concise. From a high level, these are the three required steps for running inference on a pretrained model:\n",
    "\n",
    "1. Read the init and predict protobuf (.pb) files of the pretrained model\n",
    "\n",
    "        with open(\"init_net.pb\", \"rb\") as f:\n",
    "            init_net = f.read()\n",
    "        with open(\"predict_net.pb\", \"rb\") as f:\n",
    "            predict_net = f.read()        \n",
    "\n",
    "2. Initialize a Predictor in your workspace with the blobs from the protobufs\n",
    "\n",
    "        p = workspace.Predictor(init_net, predict_net)\n",
    "\n",
    "3. Run the net on some data and get the (softmax) results!\n",
    "\n",
    "        results = p.run({'data': img})\n",
    "\n",
    "Note, assuming the last layer of the network is a softmax layer, the results come back as a multidimensional array of probabilities with length equal to the number of classes that the model was trained on. The probabilities may be indexed by the object code (integer type), so if you know the object code you can index the results array at that index to view the network's confidence that the input image is of that class.\n",
    "\n",
    "**Model Download Options**\n",
    "\n",
    "Although we will use `squeezenet` here, you can check out the [Model Zoo for pre-trained models](https://github.com/caffe2/caffe2/wiki/Model-Zoo) to browse/download a variety of pretrained models, or you can use Caffe2's `caffe2.python.models.download` module to easily acquire pre-trained models from [Github caffe2/models](http://github.com/caffe2/models). \n",
    "\n",
    "For our purposes, we will use the `models.download` module to download `squeezenet` into the `/caffe2/python/models` folder of our local Caffe2 installation with the following command:\n",
    "\n",
    "```\n",
    "python -m caffe2.python.models.download -i squeezenet\n",
    "```\n",
    "\n",
    "If the above download worked then you should have a directory named squeezenet in your `/caffe2/python/models` folder that contains `init_net.pb` and `predict_net.pb`. Note, if you do not use the `-i` flag, the model will be downloaded to your CWD, however it will still be a directory named squeezenet containing two protobuf files. Alternatively, if you wish to download all of the models, you can clone the entire repo using: \n",
    "\n",
    "```\n",
    "git clone https://github.com/caffe2/models\n",
    "```\n",
    "\n",
    "## Code \n",
    "\n",
    "Before we start, lets take care of the required imports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:This caffe2 python run does not have GPU support. Will run in CPU only mode.\n",
      "WARNING:root:Debug message: No module named caffe2_pybind11_state_gpu\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Required modules imported.\n"
     ]
    }
   ],
   "source": [
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "from __future__ import unicode_literals\n",
    "%matplotlib inline\n",
    "from caffe2.proto import caffe2_pb2\n",
    "import numpy as np\n",
    "import skimage.io\n",
    "import skimage.transform\n",
    "from matplotlib import pyplot\n",
    "import os\n",
    "from caffe2.python import core, workspace, models\n",
    "import urllib2\n",
    "import operator\n",
    "print(\"Required modules imported.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inputs\n",
    "\n",
    "Here, we will specify the inputs to be used for this run, including the input image, the model location, the mean file (optional), the required size of the image, and the location of the label mapping file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Config set!\n"
     ]
    }
   ],
   "source": [
    "# Configuration --- Change to your setup and preferences!\n",
    "# This directory should contain the models downloaded from the model zoo. To run this \n",
    "#   tutorial, make sure there is a 'squeezenet' directory at this location that \n",
    "#   contains both the 'init_net.pb' and 'predict_net.pb'\n",
    "CAFFE_MODELS = \"~/caffe2/caffe2/python/models\"\n",
    "\n",
    "# Some sample images you can try, or use any URL to a regular image.\n",
    "# IMAGE_LOCATION = \"https://upload.wikimedia.org/wikipedia/commons/thumb/f/f8/Whole-Lemon.jpg/1235px-Whole-Lemon.jpg\"\n",
    "# IMAGE_LOCATION = \"https://upload.wikimedia.org/wikipedia/commons/7/7b/Orange-Whole-%26-Split.jpg\"\n",
    "# IMAGE_LOCATION = \"https://upload.wikimedia.org/wikipedia/commons/a/ac/Pretzel.jpg\"\n",
    "# IMAGE_LOCATION = \"https://cdn.pixabay.com/photo/2015/02/10/21/28/flower-631765_1280.jpg\"\n",
    "IMAGE_LOCATION = \"images/flower.jpg\"\n",
    "\n",
    "# What model are we using?\n",
    "#    Format below is the model's: <folder, INIT_NET, predict_net, mean, input image size>\n",
    "#    You can switch 'squeezenet' out with 'bvlc_alexnet', 'bvlc_googlenet' or others that you have downloaded\n",
    "MODEL = 'squeezenet', 'init_net.pb', 'predict_net.pb', 'ilsvrc_2012_mean.npy', 227\n",
    "\n",
    "# codes - these help decypher the output and source from a list from ImageNet's object codes \n",
    "#    to provide an result like \"tabby cat\" or \"lemon\" depending on what's in the picture \n",
    "#   you submit to the CNN.\n",
    "codes =  \"https://gist.githubusercontent.com/aaronmarkham/cd3a6b6ac071eca6f7b4a6e40e6038aa/raw/9edb4038a37da6b5a44c3b5bc52e448ff09bfe5b/alexnet_codes\"\n",
    "print(\"Config set!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setup paths\n",
    "\n",
    "With the configs set, we can now load the mean file (if it exists), as well as the predict net and the init net."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No mean file found!\n",
      "mean was set to:  128\n",
      "All needed files found!\n"
     ]
    }
   ],
   "source": [
    "# set paths and variables from model choice and prep image\n",
    "CAFFE_MODELS = os.path.expanduser(CAFFE_MODELS)\n",
    "\n",
    "# mean can be 128 or custom based on the model\n",
    "# gives better results to remove the colors found in all of the training images\n",
    "MEAN_FILE = os.path.join(CAFFE_MODELS, MODEL[0], MODEL[3])\n",
    "if not os.path.exists(MEAN_FILE):\n",
    "    print(\"No mean file found!\")\n",
    "    mean = 128\n",
    "else:\n",
    "    print (\"Mean file found!\")\n",
    "    mean = np.load(MEAN_FILE).mean(1).mean(1)\n",
    "    mean = mean[:, np.newaxis, np.newaxis]\n",
    "print(\"mean was set to: \", mean)\n",
    "\n",
    "# some models were trained with different image sizes, this helps you calibrate your image\n",
    "INPUT_IMAGE_SIZE = MODEL[4]\n",
    "\n",
    "# make sure all of the files are around...\n",
    "INIT_NET = os.path.join(CAFFE_MODELS, MODEL[0], MODEL[1])\n",
    "PREDICT_NET = os.path.join(CAFFE_MODELS, MODEL[0], MODEL[2])\n",
    "\n",
    "# Check to see if the files exist\n",
    "if not os.path.exists(INIT_NET):\n",
    "    print(\"WARNING: \" + INIT_NET + \" not found!\")\n",
    "else:\n",
    "    if not os.path.exists(PREDICT_NET):\n",
    "        print(\"WARNING: \" + PREDICT_NET + \" not found!\")\n",
    "    else:\n",
    "        print(\"All needed files found!\")\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image Preprocessing\n",
    "\n",
    "Now that we have our inputs specified and verified the existance of the input network, we can load the image and pre-processing the image for ingestion into a Caffe2 convolutional neural network! This is a very important step as the trained CNN requires a specifically sized input image whose values are from a particular distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nateinkawhich/anaconda2/lib/python2.7/site-packages/skimage/transform/_warps.py:84: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n",
      "  warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Image Shape:  (751, 1280, 3)\n",
      "Image Shape after rescaling:  (227, 386, 3)\n",
      "Image Shape after cropping:  (227, 227, 3)\n",
      "CHW Image Shape:  (3, 227, 227)\n",
      "NCHW image (ready to be used as input):  (1, 3, 227, 227)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c203fb450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c240cdc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mT2F8xwd03X2dJetd+FYwu5+0Dpr5BQmtUIFW4PhzkkBo+XF6ARQGYf1C7UhJpko6UtZwX+uhhsrbKfV27oaYfkeVjbUHbm70VOHGFYw7xHvd2Ftv9bkU1oshH4SFNgYzq4QsmejG2i8awdryMLTAn41CTD/08kO+pgFffcwmkQpTe4B+TKWNAzjQCWQXe7ncC2o8jTmY1htKi2pCKhWptGvH83VqUzcfmYWEQrnk50uiqhkjwBuxfk2EQV8/9hCq8QbhldJVAd34RaARSpPVbnSLgzZBKx9As969bRe5X8yewmwV73qHwSv/208cT5lUjYD1lKjW0vfXbqxUMU3Wj0a11ri4YFqI9bpA8+XP78eaSUVl2gWgfEaKaRVTIhqkHUtcWxSxzAoEf91QITRjr9z5sTJU2l37yxGIde9eGmvOja0igUYANsLVBsEy2y6WNIR2aCd9aLF73nhIKEETqbwJxjr3nRnL3h1fUdT8n7cs3RyMmu/bBd8e57FcU/PZzRt/jAVrLhNkJpizYeZPCC9Sz/vSRiS14vBGz/wztOO1NcQnz8r37aTS1kFSK5T1nPcsSsTQEd1kmpU2hMPa32EgNBynnzMhhDdvFbugr9TC3WdXtZRI1azrCBefcbxRKClJcRi/8fCf9+yAJAjSh0LeUyqaop6rfo6AhySrZz3Pe51KDAmtItdIPXeq5hw/P4xVbjz1s7tnmTX4ng9dFYLeMx9o8dfaenYa2wXlnDsvM2luHiNPag0dWk2ewuyaZkHOwwI+CFQLbqwCvyBN5IIggWXkML2yycLw5LNsch3RjYpm4XmrGmgmh3cF2zQ/B7/MfGai5n6Zqhrh4DHFMOVz5nlkNgbhz/GKJBJLXAeyI2VQz2J5v1gqCC2lWYw7pKlNasHhFqNPvZsJgjbQW9wIDH+89wIKS5NO12ZYBJlHtcAPKZWKgnhmoSVBGqy7Z9QImnlB6/H10KJt7icWbd0C70kx4zFMbdLwREn72+HVZa2gahgngBMVLk7TCPIGb26NGDfnXDpvYZ59frwYKubiUREWZDbDKhTyHpZsBVbrebRzv1UI3jDw68BDVD7jJiTPZy83gAam0TZtcHoHG7n7+sC8qc/vqLKGYur1hHYeX30d7xH4OFFHlYxN1ngTfv4pDFPrUic9lj+uDVf3vHbGUvfvwL0vPSOTvJc47/1FtbeOiamex5q9aqAbqCGZJoIvjE0GtFk4zW8TMzVJI+TDSRemTTo4JWGssxmssHmBtBZn41HYNp3NU6OZVRgRN5fBDNAGeb377HF1b+17V917GsDMIghzbI0V5000E15m0v0SpRuF6F19n3UENIrB5+CH7vy8m6/Eos32TofZjAtDUU/agek079GlyCVNumXoOYXKwQt0z8epTWYWd6gk/LFTk7gYgCqbYFnozfmF6y0xHxidhzrcO25TBP3v2YyLWc8lDPKGMRkfBPTCvIEOPfwiJvhdEWHoqbzG8M1MUM9Dc431WwuEUGnFyjTKfbuo42GIBgqtY2X1HHZZOP6nXbuenMFVkaKbNEn/DNNakWtU871fp80xtWINvQJvNUfB2g1TKL2xmM4JWeXXcQMRl83aBu8tqMaD9O/VUxEgAi7zq2rmmkGxGE2bOee/87ztqWImQO+z4uYRCK9Q/Dsva2Pk+fD1qrDoWzet/clNggoi2969ce6OE1xe8GZ1CmUYuPFBVx8AgllLwgdZnLb2sFHcWnFBwct8UZYbsyKTGi8NXPWKduH6wKv/zhA1+LwbjwmsOje2nhQNVDSDK16G/emZ8UCbgYT1QrHNFy9t1MBSSixVYCUosZRGiJ6nO/ilKMRWde1o++KVgem6BY8LTBa1kCwDKMXDdh5zNfUC8ItT19aTw9HboJy2CqS18sJ0R22FeY+isHNKUOyMpTaflhn+BsCn+s3BZyGU5xWI98Quh3RaxeCNEYOzKL2HY+p1kgeeQdlAS26elyaqPWE3n3xW13ZSGWRTeahlWnsgA5uixJDWCsiPDdqMK49bmyBAOrVJnUZp3Ryp13FCNRN81mJIccK2sBEdKZt54+M9Gq9wWvHmhO9zpyO2WVttuq1/794Q8Li/MwbdMf0aW9d1Rltpo5m5015fU9i4EeIIlKZ+fnHJB9SQmGIWkfBJGT522Y1KRlX2vPh6VQj6+XQirzEdNGNrzasYamcJ6lqjTU1CTxXu5VoPdcSU9WMlqppxl8M83dJGzt30zPDul89mCJjkPYcwXTNRHpNtrWONW1TKzrqIbiyaUjtoJjcxlYmIVIvh+gXp3H3VWOUAWhxe72sGCOAthZ4J+oZQT3O+bV36ykZUtq4KDAJ1idLk25yK1yxOFGMTelVxI7wjsWzVFv5MloSHt+YEmn+2kJdtplSwwGx7rIdUyjqn3udVN2PAzMQ9/ELXKBc7qAW1X3x+zoF7rzltqlsr3GaVw9QmgVDwxkDVCH5PbXynNlbmFLx/bq8IvAc7NUkTJ/LvEL48KZZRYMnrQOh7AZ1aKAQGptNklPgqVR8c9RZ7e01DQdRY1QVRAOG1sZzIZ7igSPE8jxpDICQPu/h7equ/TbVVdUC3zcybybyxcxh5LciB5lma9G7xBVSVK+asIecoMD7SxtDyc66N2/l36BRXa80PdQdtVQMJe/LwzZXSVQXdQKs9PXnrJjfJTEpVU0QQ5Ew3sE9t9YcFHGFO/nylrF8sDZYf4O7h32H17nxVrgkEp7egwwpb//eoyhr3LbTSVV3U4+EFFSikMKsiNzGZVOxJBlyfXeBCsTDjroepY6GVGsJD86TEflmybsLYy3yOtYPeVJNW21imVmYWrId7QqgtdGnbzJMgYwpfSRo3v5tzAmvXC4dnC45OTTIjYH0g3MNu7jPVfN4uYBvANLUCFkNf5fjMEGjztr1n2Vcu3bW0MUPdmbm3P771BlpL2UNGhrAGpTUu5ms7toPC+8/GJNqUUj+WsEVFKMz8/17oh/PTeQQ13EGbjeTJzxUfUAVmMPQoWK+et/6ehW29TPdbXRbkboKpmLoC30M8EhiNKoAF7YxB0lFlnURQe+uYufHNFnDO1ly0c9/LvJCcEdoG3q+UrgqL/ovRTFVrgMn7SPq8EA4t7DClCXw1ZFu6PIubtoVP3v1SQXFGqGQiDGOTOrycVsuHOfBtFpDvjdJahLEylLoVKsYKN3bO82z9VEKBbxDesPg439wdk9uKSIQfXD7Lx6fwR5t3Ns/YHG9lZmy+T45XGLHSKBM1lvx2B+3aIhdDSd2DpP6uhcVahadxnkwI43V8wHsOfvPnumtVgdXUCkIP+3iM3FfJunu5v41lhq+hsGzffVxbh9FlCssdK21ygFWN8DZEDEwHjWIlGjf3CL0Kavz6+HQ37/3vb6FzEYolKJYtb37rA9yxeHJG8bXWs+OZvy+0hW+ZqiiMa/3gK2S3kzwWP5+uDMwILF/c5FOh/fNrhBTHp5liSAkqU6ER9v6dhorAe91eWYS586rmr+erj4eEgXkXtJ+tzvXk4L1ZL9LMHeMt906dQtsaEnVSB60Sec+Z13Fyc5ks1hxZWud1u46yHE3AtskBTeywvn5pZuNVpY2cJ6m0g23EoL/aKmNDKmpXKwFU6J77FEzrysWBJqcYAvc90K6uBcFcMQ6tNQZhTn3gus8FWH2OvrOO2oUVNlILcXb/WVlnPHRUyVin9ecuOFbZiIUoZyHK+Tur97An6qOtIRLFT128xQWcIt0IfI9DeyEPEBOR25JvyOBE7wT3DK+dKZKaifCLQhshUxUTEvpxwaDG+bLIXW9Sbe9WskWz2KUR8q5EPehtFOC0KrB0fC7xfNMybznPp+fNtjwwM1bf7HFCJO3fzfuxUNL2r0ko8QVs7r5xkzbpg3XzRXheQGmEgenwb+97K7s/0CWeGEYHIn7iR9/jYAwTNd6G//n9d7+FRECMJdsAEO7+vVew568PuT67UGfp2CYY2ZTG1+tioDuNkB+blFRVRJI0EN12UoKhpE2f7NQ1BpFti70ia5kyB4HaVpErMRRBdpUXis9VBxMqYJ+KGuLghiDAjXIwjTi+tli7bgP6gXL31/T8c0ZkHGDtltIoFtUUjXC2WuY9T7+WSit6WcE/uOFD7I6GbNRKuwmmo/mXj7ydXf0xkVjyKmKz6PLfT9zJdx/5QgMHekOzNG2+f6IqMODrc3qqcHHJGoJ1dTNXvl6vCujGa/bQpfGFA64isA3I9KK8KSSZF8gexgkLWaC15KG1DvwxGqmzPmbd36bKtv7J5wI78259WOXohbv/bho0u/LWqi9aeufy51lVLuD8QFFyphryj3c/wr/c90DjWUBYTKSIRMgkJrcVmSRkkvA9C+dR4iz1d658lp/adw8/c+Auvmv1c4018O8P38Xf2n1XM5a0rqL044yfY5G9UJpPYYU6r1nqQiK8AnOf+Zz5+VJ/f15beVni+5mEC92Trq13n82jUTOLHWjgm3lr1ENeXsh7jN/PpbSx7N11fGaYt6x9BeuvPPoG9vxRh6VjU1Y+dYKDH1/nF/75O/nFH3vnZWPVVmFiyNZdPnpnzdI7a+lesHz6Xa9tIJ4/OPsK/u3nvon/fO8bWKv6RDVG/P/d+3qgza2eDzZvdzDW1Ip7ps8Tlo5UdMR1ofTry9dLeAjGZ1qFueERtgnEuvV5eSVsc2/reOn5Od8F08+NsBtqWC3t51tbGOXgv13RsL6ObrPygpiRX89/NryBX3n0DVw8t8Tw0VXOPbiPf/HwX+VH7vkbM54nuLm1b2HI8fO7UMqQ5wlnNpYYTjN++aE31n1xLAPd4fHRAT67fh3L0bjG5BNO5yu8buGJ5nq+M60vQpwvtvxidFUI+nlqre3ZYpUwq8FPtBCyCckzN8zL9ZozN0nzE547ayHMVUHiLHS/+L0F79Mfm+yVegL71qehVejJtxgdm5S7p0cwWLR1LVqPVj0qNMerIf9kz6O8sf84Q52xGE3pRTnn9YhMEiJR9FRKbkuGZkpuS9669AjL8YTb0i4Vmp5KeUNH8U/2f5Qf3f0pJrbg67OUf3fNh+nHOd2oJIvaCr/tJr/YQ68M2gpWL/A6gWc2vxDn8ehQ+Xr8Pux1El7Xz5vWKwp72Pi2FSbIhpjNRYdWqYd8hWdvcuWx6b7K+Xsv+ziLx3N0orB5jrq4yfITIzrnc/7rO9/GmXKForYApzZh6RlN/3xFZ8OSbrm/F05XJAPNo5ODGKs4+sBhVKqxleL9z7ycX3ngDfzOH72RlU9lvO+9r+e9n3lt0zrZK+7sBXQ6fL7keVQ0730Wi/eW+nzdAPj2z0lj7CkxjE3SrFWNarpX+hx63+eoJMKtsja7ymXlhVXwrYHme2q1/7fw7cB0m7F7yDDE3f18edvSg4wv9EFANES5sHV2kel6h39413czNUmTPpyI5qlze9ClYjDsUk5jJlsdhms9ivUOx/I9ZKrkga1DrCRj9ne3uFgt8uhoP3906jY+dvJGfurJt/P0aHfT3gKo25w8P+V9VQj6RuPie7206ZFhcVOI0SkxM3g8zHaSnLcIwrzU8BrlXOQ6DL56Kx98g67L0+xckYgvkw9blM4GXny7BV/I4q3Hzwxv5L8N97BlpvSl4lS1ym8PDvJoscrn84I3dEresPg4GuGG9AI9idDWsGkmPF0Oua+AD032cF+Ruv7c1n2vUJRWk9uSfVGfg/ECiTioZ2xL/vWBu4nEMqpSF4vY5lxr9+xt/nlY5OTebYuZNp1KmW01EF7H/25TK1tBEeY8+wCtqTOLPOmgFYVP9fTne6HtFbPLHpmtLvU8DmG6trajbUbl8/N3R0PUJ+8luziBvbuozpxDHj5KenINMYZP/NBrmpqJzapHtl7V1nxFulHQe2KN3iNniUclD7/joGukNRVMESHKMjq1SJJolh+HZARKQ+9EzId/+7UN5qzEkM+l4G4HJWJI6vUXFjm596kCvrZYvi+a8uSKoGY9Nx+Y1EjT8tid37au8IK8yWmfgwFDCK9Jj8WngCaXBew93/xxvgLZ5877+eS9x4HpsvJAjNqK0R1LPBR6x2KSSzFqPeEnP/3tLKppgxLorRSsUG6lsJUQrcWkpxOkEt77X9+KscK4SiltxFI85dEOAfJiAAAgAElEQVThAV7SXWdr3KEo3Nw8M1rifcdvawKwiZjLsnC+FF01GH0LocSNkPe59KGQ9jmmJhDIz7ZRg8tVbbH6UEk8GyksU+sbTrXW/Kx7apqURh+s9ZsJ+I1HmurFAFPMVMXLuqd5W+84CcIFY/n3F9/CdZ2LrFd9dkVDfmd4E/viLTpS8mfjG3iAI9zZP04ip+hIyY+sPEQmCWd0xcPFMoqMZ8q9DHWHge7wrUv3MjYZ79r7EKW1JOIXHpRWc05PMMADxR6+Lr2IwfDW5Uf43fOvdoonUpR6+4WCt5C85ebSBmN0gLMCLtXMqjqEOVsuP1MTQdvJ0rdAcLwJs6hmYbapTepUNp9J5crnvbCY71niyffDARpc31e0em9wqDt85PzNXBz2+boDJ3nLymOs6QX2xgP+p4fP8d/viCBNiQ8fpDp1BnvyNHI2Jj6wjw9+4xEe/cVbkMjysqOX0CdOI50MO80x1mCrCrXYpzp9hp++51tYPC5MpxmiId2E8tQiiydyipWYhc9X5Ksx0xXF737kG3nHWz5HZVojabtptuq1FfamUeytkC7wQeqg6ltaj8vnx4c8nG8wNk/OE0tA2qruMHsKWs9uPp7j40Th9T0EpHEbmuyNtzhZ7GKt6vOq3jEKG5FYzaKa8Av/4D/yv/3S36Xqgsmgcx7STaFYcWjBT/z23+CNb3uAa7rrJBsR6UaMziCaOi9AVVAuQzyFJyb7Obm5jBLLxrTLKE95iAOMz/Whqzl3bg8sl/SXpvzhsdv5i9c8zrP1j/pSdFUIelfokdRubDyTotYI9VrgG1yj/jCH/fLq1BaPB2aCV+CggiYTR1UOxgkaH4Xj8mNoc2+lyXXXtGXNPi1yPlLeUSX/bM8DGCyGlEwSFpTmZw98GoCBKfjp829qgqjPTPdgrDDUGfcMr208hfeNlvjOhfN8anKEjirZqmsKHhoe4mBnkw8O7uBS2efdwN9YPIO2hjN6TCrCvqjPJydHWIwmaKs4oTOOVYrrkovENQSSPg+870qpWfy2xcjnUx4bmCbglc+5Zo4ffsH6BRzGPqiD1d6t90VJ3ooLA70enzc2FDazTaJ8Cfx8wVQIP/ynX3kHqnD1UkrD0eOLPFPeio3g2DuEn3zr7yNxDMZQnTjpLpBkSCfDXLiE2rXKLT98L0//5GvQp86477VG9bvojU1Ur4dcWAPg5v/1GONvuJFkHCMakonBREJ2z5PEt16LVUI316RbMUvHwbzZPU9hohe0UcUXowjLFL9rWEIiVZMD74W6X69Iuw5HJqv5Onu9tqtkm4/fUACnep5qq1wWVxMA9/UQrccYGhHz63pqUjqqmPUEA+Pil4++ibKK6KRuj4bfX38FVRlhphF3vPQkb9/7gINuLGRrLoCuKki3BCsK3bH82XtfwcNvO0f3rLipbd086Z63FEtC71REPLJ8+L98I4M7Sp4xiskoxeQRkhi6p2LK5QgbWcxWwmiQIKVgDssLUt5XhaDXts0R9i/82R4mbFPgUqlqaKWO5s+Wz1+eXePTJ+fJNx+br2prq+AspW9HYFVjzftjgKYlA8BL0kusRGMemx7k/9z9IJEk5KbgnC54SRyRSMTQlGSSsKq6vGv/p/iNrRsZG+fCfd3CMf740h2MqowPlrezLxuwJxlwujrBhWqJk8UqEYahzlBiOTraw2Iy5VLeR6P4us5xOqIZmJSB6XApGgKrDHTXBYK1C2i6wg7Lt+29l3cunuNnL922rXwtaou7yV32uGugvME3igo+q3HrDuVl12y7Hs7mQTuhMivQQlffpzSGW8l58pZ7k31RzwE3p3w1a8XxYg/rZY/D2Qa/9Im/xJ4N1+Nlz2fXmR5eYOvahGJJ2Ht/wUt/veA3f/1bkOl9SFK3tVARtqwwZoLVGnPqDBjN9X8wxBYFWFdBbcsKyTL32XAE1qIvrdF/oIe6ZT82EjpnhqitMVYUalyACDZWVP2Y7OKE3MRcmC7w4MlDvOLIye3lq237/Hsr3Rles4VsvmCpqA0e39xjvogxYda699i5h1x80VgYOPdCPZEyiMnMapCOKmZgQXBCvye6iRM1DcRqr/Ejmy+jrCJELOee2IOsFuzbs0UvKTl6fB8P3nctD+fXs5gDBlRpKVaE7jlLMrTEYyiWBFXCxfv2sTyyxBNLvuSUno0hHVh0AcnYEhWQXIwZlX3ECumacoXWAlKBaEG0YJWba7lJyFTFWtFjTza8Yp5dFYK+tBED3Zmx8vCQjW2rRJ3FHDfZBk3DsLmcenCB22mdEtdYfoFg9hPJMznE+fz9mowIWis+xOHBuX7ftXgf+6OYDVNxUSf0VMX+SPF12Wl+Y+smvmvhKEqE65MFADbNhIta85I44bwe80S1wJ2d4/z6pTewEo/540t3cMfiKT528aUA7MsGnMpXebf+BrRVPDXcQ6o0F6YL5FXMtIqJlKGXlGwWXT6Y3cbeeMBD48McztZZVFPuGx2hG7ky/F5UcFv3JB0p+b59d/HSZB1Fj/99173bzteZbd7ENejyC9L3pvdpb3i+hlkptFguuMXr95Q1tBZ202qYtifOTLFOkDkR4vdRHYxNpSKhvUYiFX948ZXc++FbiCZCcceYQ7+VgoUP3RjzV/+Xz/PA+1+JKgwbr1ghXxb23DcmXh9T7F/EKiE9tU6lIqzWSJaBsVit3f9KkDjG5Ab7uQedkFcRtqpABInroO9kCiIgiurESTrTHH1pDdm1QnXxEqrTQc6tIeKep7fexfQ6PLR2kNH7DmBeavhCfi28cRv5StvHJoRi2r49TsCnomtIRmb42pHZts7+s7HJWk+AtmWCnweed2EjM8+rxkD0kEwNEYbf6VpBPVPu5dePfSMXt/q87iXP8LHPvRwWKpJuyf9xx4f5o7OvQLqales26KUlp07vQsYR9DSqEDqXhGRsEQP5itC5ZKn6QrppScaWqivEY8vK45Bt1VXa1iAGorq/sxWwSkhGht6ZiHwS071gMYk0ME+Ui1MOAsWyg3ye2NrL0XN7eOWRk6wV/Svm2VURjN0KIt4h+UZdbRFG0DFP6pxm8bsNzRZJNQEhE+MrZb3g9l7BWGfthtH1NS5z1efSpRLRXJtdnFE+DtuPWFExPVWxYVLuK7oMbMyBZINf27wdYy1DM6W0mp6kvCR2z/yp6SHuSMbcnx8h1zEPbh1iqmPOF4sc6a/Tiwse29rP4WydRwYHHF5oYo4PVil1xOakw6RIGOUpa6MeZ7cWOTHdxR+cfyUPbR7kyfF+vjC8lrWiz0bZ5Vy+yKVigbsHN/JkfoBv6k45FGesm0mDYW8XeVx+VKcgevI94uerFR3EZhvoBcKgtm1TTIPgXtMHxvO2FkBNdkwjFIJe6I2Fr5ruglOTcLFaIiyMeeDsQa75SM6RDw049FspvRND+nc/zaGPrPH+h2/j1f/8c0SFoX+mYPGEZnikS7XaI97MUXfdh1l2C1GUYPO8FfBKUMtLmOnUCXRrUZ0OmNaAsFXphL7RTgnU3+mLF8FozMamO04bMBazsVkfb1AbAy7efQBVWPqnFPHF7a2P8P1t5jtJ+h42MIutz1vVjgdh7KW1qH0W0qju7R4qa/+dP3++BYaH7XwmlmuJrZtjfWHT3Zs3cOrMKvmlLh979GYwkJxIqU73+P2zd/LTb/1d2ExYP7fEhc0FuktTbE+DFvonFWXfEuWWZGzoXjTEYwsGTAJVR+id15QLQjowDI5ExBNDZ02jNMQTQzwyxFNLnBuyjZJkaFk+asg2LemmJVtzXoAqIBlY4glk60IyFI5dWiXNSk4Nl1nLe1fMs6vCos9N0lSE+qAbtMI6gRlNH1bDhkVJwEwedoTFiOs943rbmBofbt22eaw/FPY+r95PpF3xiL+08BBfn6Xk9iwPFpbPTG4EYGorFiRjUcYMsJwuV9mbnWJvNGCl9yRnNeyNNFOrWVVdLpkJz1RuZ62fPPcWXtk/wf5si+OjVV615wQfPnMLbz/0EI9t7GdcJoxXnLD81OAmjBUG04wsqciLGF1FxImGpCLPY46PdnF2tEhexty8dJ5HNg6wVWQcXthkPe8xzsZc21tjoDs8WebkNiITYVFpVreRr17Ihxk30Rx8FuL1fjNn31NkpqIywNl9hkQRZJR4IdF4bIEX0fSz4fJCuZ7K0Si+MHwJf/rwy9m3b5Pbdp3lNUtPk8YanUVUnYje8QHF7h5JtI/o3AZHfmeJj+66icFfybjhvw1RhSEqYvJdGf3HBmhrMfc9gkQR1rj5Gu/bQ3X2HIigL605S13VEOPUbSOIiBPsIdUWvTtQg4qQOMZWFbYssNMpZjolSlPsZAp5zv4/q6h6Cquc5bidNK0VePve45mUSSeA266aYTWxbymQBoq8DcLWAXKpILDGQ742lrm0OziFyRp+XD6f/mixj4+v38x1vUvsSYZck16iH+dIZFFLJXoSoXYVlKTEY8WTXzjC/atH6F8zYHRqkWIzQ3UrVKrhfIbOYOmoG62qLFYJw8OK5acrBtfELJzSdC4WTHd1QITORUsyqlC5Rne6qNI6z84qtBJUrkmHlnhsUKVhuismzt21TaxIRqA77j6qhPHpPvmyWxPPp23JVSHolRhK7XudtHsoesHvC1Fcvrmz0Od7kcx2e7SXeQeeShux4DfkxVXBbVbdut9826LYwww3d84C8HS+FyWGlyUwNgWZxNyZwg3xY5zQitxqxmbMoor5+jjlzvQSkfTQ1tSFTS54erwas2YmrNTr9q8tnKW0Eb/89Jv4+j0nSZTm4+dvQonlfLnI7atneGRzPx85dzOv33uUjarHnSsneWZtF9oIVRljLehKYUyCMYqLkz6lVhRVxPnpIifWV4giw8Voga2pK58+pVaYpGPuyw8DcCDexDDaVr6GhTEGZhZrR8qmitW3OTC0ge8wh9lBA/oybwtaKw7a7oXQtlbw1wDXXleJoTARa9UCZ4plbuycB+Azp6/jhndbNm/Yy5+t7uMTr7mBbqcEa4mnhvGRRZJhxeRgH7W3R7mgqD68h72nDRhDcmZAvLmFue4gUpSUf/nVJB/6AraqkCTFGk117jyoqLXcrcXm9faYNfTSKAajm8+c4DdImmIL43D8qiLasxt98RKUpcPoqwqZTEEJCw+fpzi8SpQnDGV7s6n8xh/z1rsX6gVR075A1+vI58p7Ae9532sEvlvbLte99bI1bRC+8eZQdSVzPAPPIK7b7Uo0ajK8ns73cvdnb+Gz+6d0uwU37rrEdQuXsIVCR5b+rgn5NEH2TokTzVJvyifP38hwrUe6qah6glqLqXZVRFoY3zZFTIcDn56gezHRxLBAjE6EaGKZ7FYko4ilZ0o2r0/oXjKMDmYsHJsgxhJNNGIsugOqAFVootyQXcoxnYiqI0RFjfdPIJ4axAgYF/yNh4KuEsZ5BHuvnGdXhaBfr/pNZgyAMW1v5rzuUJkbN1FKEzPWKaYuZU+U6wfTq3dYbzZewLVzDTu/RdJ6Az5n17mMbfFVmDmzHI/5zv4ZIhHWusfQwLFKcUOScFfusMmXJpa9qmJg4GCU0lNpXdSkiOpxJBIRiUJbQ0fgmqjD5+v1/Rtbh+mrHGuF9z9yGwtLE27fe5apjnlo4yA3LF5kVKRoo3h46yAXJn0SZYiUIS8TrHXyQGtFJy2oyojKKLYGPV5z7TEuTBdQyjLa6qDEMs0TrBUmVcK0k/BJbuYVCyfYZYczGz1vB/m8fk++EAVcgUoiFSbYUWu+SlVbaQpXEqlciTtx06MkzKH2Sj9MrfO9bnw/em/NX6yW+A/v/ysc+oTmo3siqu9YZ9/ikLK3wJ7fvh+55iDlZxfR3ZRkI+fMmxY58JkxJlV0z46J1obYl+0lnhiGhyJUtUB56yKqOsDib38Gu38f6UfuRy30MeMxtnTB0mhlBTMYQJI5Aa/q57V190yjHfziydrGcnfwjW0+jw4fpDrugqxW1+tmMgFAZRnm1BnixS5VL6J/dnst+oFxHRVDxeo9Lw/TTYOOnlObtLt/1fh9T+UNT2b6zNA2uIPLUyZ9h0ho21InopsYwLtPvp6nz+3GFBHfevv93NC9gFmq6D3Qo1jocv/iIg+Y66FjuOG6sxw9sRd0DfNWGdF+Z+4cPrzGYLd7lkoreGIJG1uyJzvoDIpVB+VhDKMDqy7rZmgpFgWrhHhSsXhKIdph+aqoyDaUU+6xINpZ6VJqB+dsTli/bhdiIR0aosKQTJSDcDREJVSZiw9M94DuwXi9e8U8uyow+qb4xUQz/wMzvWqaYI/fBDnYri8MkoZpcmHDJ3ATx2/S7DFdt0mAg288trs/2eRt/UdJJCIm4mC8wIqKeVnaQ6HoS8GpapUnyi535wcYmISxLXnPYDcAHYkZW5ctfrKaoK2hQrMvcrjaN3YiHsoP86beUzw4uYa/fu3niBPNYL3Huckiz2zs4mXLZ3lmsJtOXCFiOTVYppeUVEaRxprJOHWQDWBK5ZAAZenEFa+59hhPrO9lbVxPBoHJJG0UwclzqxQm4rGtfZwpVjhbLfOh4fZm3czzUtug8yRt8dJM50LaDTd873K3GcRsx9EWxmu7UYZNsmbSKamraFFcqJZ4bLyfaqnujjg0rP5SnxOfPEK5ECHdDuapZ0gefIbkTz6HmpYc+MwYuetesifPI0XF8LZ9pGsFi/edZeWJgnikKRYFVVk2vu91MJmiXnodemsLtbzksm5EoTc2sFqjejW2Glj2Mxa8uEAt0Ap+EacwfNB2XOP7ItiqrDN2LKrXwxQltqxQgwndkwMWH7q4Lbycp6bojNkukuH3zQYxNeTSWuDtJudhlWfI15B8UVM4DzzsNzYZJREbusdqNsZqobOQ84f3vpIPnLuNdKHAJJCtCZ1zESuPCGqsePrhg/Qez0guJGCEZDlnMkkZnVpkfdSlrCL2LQ7Jkoql2y6RDBTTgxXpFly6LaZazJBSk0ws6chQLAnpwGIj0FlEPNaYRFBlnR56cYzJIqQ0RNMKqRW3aMvWy1eJp64FRjQ1iHZwTjR1c6R73lWPJwNLNBWyixG9oylXSleFoG8KlGgDomH3tqY9bQ3rKGY7RLoJ0Fp2vgrVB3z87kphVs58vrtPpSxtRC/KeeficW6Mu6h6bLktWVC+tDniSOyEzz2T6/n08Cbuzw/Tk4TXd47xiclBPjbp8UTZJZOEvZFbtMeqgrtyV6oD8H1Lp9irhGvSNT5w7jbecP1RmEac21pk38KQk+MV+knOnbtPkkYabYS9nSHaCkeW1oliTRQZlDKo2DjrXhkuDvs8cP4gly4tsNKdUlUKEevgnVIxmaTYUnF2sMjmtMNDg4P8ydrtfN/yF7aVrz41caY9Qe1JhV0LfXOxZnMRfIuJcGcdL6xlppfNfA9yE1j7vqthUxRjEt539g7u+Q93suse5yaLhenuhH33VESFwR7Yi60q9Po6iGDuf5TxwYz87a+hOnES+/CT9D/9FPnujNHL9wPQe/QcB993HFVZ4qll+BduZXTjCpJl6EtrREcOucFZi8QJemMD1eu5AGy9j4LEsRPUi4vu0Gq2rkEih8t7BUBVzQj45vknUzAaiSKqZ05gnnyGavfCi+ZlSPMprj7+Mt+2OIRqZuMlbeKEw+CDdge+F85coDeM24WxHv/5F8bX8eMf/Ws8cOYQaaeiqhT9XROeOruXKDLk+zSqhGwd+uc0qw8Lak/O+IaSZEtYeDJBnuyRJJp03xitFfnJBZ7+wmEmeUpeJkSv3CTbPSHfBf3Tlgt3drFZwvK9F5guR2BAp8LwQIyJBCxUXfeuxkf6mF6KjQSTRtjIpVtWSx2StSnJ0BBPDCaGuBbuYqyDa0YalWvEuqye/ilL/ySMbyq4UroqoBu/mcazddnz8IpPn0yoI/vKB+icVTC1CT0pmkwMn1UTFsKEGG8YaPVwzXI85u0LD7EoFkhxG/dGlNapIN9dcmimLKuUl6dnuX9yhDPTJR7afA0HrvkQuyM4EG/wydEtXJ+d5z1Fxko05tXZWW5OFjgUTfkfo/3cmZ1mf6RYjXr8z4tPsBKN+Y/H3kJnz4TRRpfjRrhu9xp7OkMqE9FPCmJlWEknKLE8ePogWKEq3YKwRogiQ1nE7F0ccvLCKqu7htyxeppnzuzGauXkgRb0MGFl/4DhOCOODU/qPfzYrR/gVzdezT+7Zvv4moqmtJfvjuWpqYIOvvMWurfom3lQC4FwS0kltuny6eeKUyxCUWP7BsVAd/nYxs184uGbWXgsZSE39I6XRFONVULVj6m6is5aQX5ogU55E/rxpxoBuvj+B5AsQ66/lurpY5iNTbp/eh8SRfDSa9l89SE6ayULH3kUjhwk37/A6GBC/IbbyR44TnX0mQam8cLZTHN3vhfSdbDVjMaXB2Ohxfqr0lnye1ZhcwswjZWPNQ7jtwZblahuF6II9blHtoOdDfl1VNq4bS08V5Tk21I73iqiWpFf1hkWv4Vg0pzXbO/X1DxIUyTllbdTDBED3eVXTryJ84MFenvGjNe7yCjGdjW6V5GkFZNBRrJ7ytaNXQ58GtKNis75nNHhPqprKZctC8fARIK9dxGbQn6gZOm6TUajDuaxBab7KlS3YmVlxMZNMVt0WXnMUOzqkhUVu7+wzsbtKy74HQu6q7CRoFPBJIrOeYfVmljACKqoA/TrE4Y3L5NsVUx3J5Q19GPFWfpWILs0ZXB9n3RgqLqKZGS5eKew8MhXmUXfCuxgw465NgRNUVOQLtn2fHfk+697qzFsi9Dkwauq8QpKE830s7k1O8NeJYwtfHy6yJ9M+myaCQbDunFZERfrpmKl1RyJFW9eeJSL0wUmVcJdo5u5pPvsUlO+aeFhHp8ebLriPVYuc38xZcNUfHv/In86upWEiHU9JpOYb+uf4z/d8h56nRwKxXScMiwyntjYyxNbe3n9nqMYK5weO/hGKeuiM2LJOqUT+lWEigxn1pcwWih1xIeO3YKpFNa4CYYRkksxm+t9ylFKVSm+6fAT/MHFV/GB0y/fVr5qVONt+b015wOkbR697ynUYvZhOmyzEbi36KTd6zZsNwGuo2S4J+/JYhcP/dpt3PqjD3Po5z7F0m9+hmhcUS7ExFtTVOHS3PKVBNGWct9iC68AZjzGjOt+8vv3YbUmWl1x6ZKnzrN033mKpZjRm29FP/w46dqExWNTiuWY6qZDRLfchKg2sCpJWqdNGtTiIqrfd7AMzKRYRivL7o8a0vHQjS0L9BNHZ471aZgNvCPKFWUNBu21t5HCYHn426dDur4/1WXFTL7Do+tr1TYi8+f6SlcP9/hzwFW0+tRJcJk1P/GZ7+TMx64h/tMVuu9fQkYxrBSoUYStFPlmh/7ylCqPYbnk0h2CiQWVVywdtUjpsloG17m2Ejapg54bMYMTS6hIY26Y0D2eYCrF2rkl4kSTX5dz/htgsjcBbZBpiWiIp5Zs07J1bYTuCPHEUPUUuuM8NquEcil2mVAWTC8h3XDemxjL6mMl1EtbVZYoN6jBlHRgiHJLVFhGBxSLz0D/9JU3NrsqBP1MP5nGVfcN/Fth7QubvND3jYM85u4t+alxG077ittMtbsPgbP8chtftsHuxwe3sGHcMW/sbNKXgt8bXsv/GO0hE0VuK1ZVF4Mhk4Sx1bwum5DW2wQ+NnSufG4jVlTBO5c/x/2Tl/CJrZt5ND/Eh4Yv52TV5XSV8/dXThCJ8EDZY2xdHGJFwW+94teQXoUtFMM85c0HnqKf5FwoFomUYVSl7O6MiGPjKimA0aCDRAatFb1OQTFNyLolSaQp8tgJ+EqgVEipEAMSuUKOauq6eD69tYszF5a3la++pwzMbsDd8Lr+O8yV9kFYbYWRSevNw1OXk1/z1adO9lR+2Y5kI5M1Dcc8HUw3GB0WzGRCtH8fAPLp+0j/5PPYWJFsTjGJqlPahGhcYG+9bua6tnQ56uxeIXr5zdjxBJvnmM0BXFxj4a6nyNYL9FteRb6nS3Jui4WnNimXU2wnQV13pMXdywKJY9TKsit08ha5zHq0enOrDdjWvyWbrUloPQJxx/jrGN1m9KjtDbKHFO7w5WleCQDN3sAGVStin4nTth32ity3sA5pbDNXKGnbXZcW1RQVW6Ictm425LuE1YeEXZ/IXJHSZoLqOhgnzirsOKI8kpMMS1CK/rk6/mecsN+4vSLdgO45S+eikK5F2GN9qkFCfuuE7mKOGsQUax1UYjB9zaVXCNUuVy+xevdphoci8mUhmlqqjqA0FH3lrPyO84CSocYmLlCb7+4Q5Zp8l4u3xFMH0bi2CgZV1gq8LpyKRxobwcIpTTq6ckF/VUA3oVXtKyTzxuKzqKA9wdhr9bolQa5TF5ylbHD5Z7P4vXKIsOxP1rkuvUiE4ZVp0WTG/OrmSzinu3x95nD4t3YNn1WneKbcwwfHB/j67BTLqmRRpSiEnkSUaN6x7z5+cNmlYV7UI5ZVh3VTAcL3r3yOFRXzPU98F9+2/z7O60WeKvcxtie5Po74hqzk31z6Ov7O6j3sVl0GZszKyoj184tsbvb4SPRStBFGZcYb9h7l/cdfzu7OCKUMC/0pw7Fb+FYrqhJGZNhC0VkpWelO2djou6wC40qp0VAcLGHkXGWrDB87eSN5HmOK7RUI4R6bvvp0WlvprnQ+aoSBhwOmti139xtA4LtRMlsV6fjqoJ6pTShszFPTfWyUXZ7c2svWtEM/Lfi2Q/dz8PWnuPRD38j4gHDok9cQfew+Jww//xDRTdeTKoVJI8rFhHKlQ3Z2CPv3ceJv3US2Zumf05hY6J6dur2GO0eIz65TnT6DnSogJ/rC48SHDzC+aTflgWXUJ+8l7dzO5PACnXOqqXrFWqTbxQyG2DwnWlpy5+/ehb54CdXrufYH0J5TW+8SRVifV29NK+itRWUJpiifFfr5clDYoM7DK2md195Y9k1NSnL5JBgAACAASURBVNvQrqOKpkeO9kkRSN1y2LexVjM1F+erJVKpWKsWOJ7vYk8y5ObOGf7m7Xfzu707+b4b7uXdn3893adTsnVYfQS2rocyS8jjiLhXIQsVdhhz8ps63PItT3Bpa5Xi/JILgK7HSB4x2WdJBsLyUcP6yxTxWFBlTFko8hVgT87CA12GN1qSpYKiFCYHOiwMcmyasPx0Rb6ksEoYHVKsPlZhEiekJ/szlHbVr1IJUVkRTwWMpegLYqBXB25RAtplWpUHl1A1jBOPKlaOKmwMKr9yPov9c5oUX4z+xYPvsGFh0ny+tN820Fc9+rL3cIf7xWjaHO8Dqz1VcG16kQvVIpu6h7aKH1q9h2XlmouNTUEiEetmyqpyxUOPlfs4Uexmf7LBzcl5rk8MC5IxsUUTjB2bgtxWJDWu6j8vrSaRiLumhhPlbi5US0xtzHrZZ6PqcXq8zGbR4QeOuM0/DsSbXJdssKLgt7dezv5kg9d3TnG0WuCB6RF+/u6/zKGD6wymGf2soJeUrI16xJFhMM5I04rBWh+ZRFixkLiovXQ0SVbRyUq2LvWdJV/VgbORotpVgRaioaJzw4DxMMMOY+gYjn3/P962XLzffOK11gvgMMumCZzXfA57wTf7ndZpsr16Q233fuO6D33MetVnNR6xEo0wVvFPP//t9D/TY/WxgqoX0T2fI9pgI4Xc5Vo7SJI2qY7xS66hOLKb02/uuQ0/gF2PuHtV3YhTb4k58qGCeFQh1qLGBfbhJ5sgaZP2GOS6q04Hq42z1Hsd9N5luPdRJMuoXvVSkvuPumApNEFYogjV7Tiopaowg8Fl11ZZ5gR4LexVpzNbYOWFfp2iOTO++u8/KX5r2/j6h0fvsB5CmekC+v9T957hlV7lvfdvraftvtWlkTSa3j22Z8Zjj3E3GGNCiSEQWgihHZoDpBw4JByH5E2AvIFQ8gY7lNBiig0EG2xs48G4l7HH04umSDPqZWtr16eudT48e2s0xu91fF1nznU564tmJO1nS1p738+97vt///6cQRIs9glY/H5ekLw2plQXw8SajPnFWITPDr2ao6e6wWuYsRcNRBCXWJKTguR0jBZQpsBrEVSWaqJ8yNpV41QCG9uIGB7tQCuBmQi5dvUR7j+4Ee0aiFAgXUHmlEQGGhmADMCuxte0SiFBzmR2kxHr9jMabWpUQpMcNdAm1Jf52JMWqTFBz6NFSmuyIAShIwjSkJjTjSxeoWyBPR9i1MI4kDdir5aCerdDkJZkT3uIMJZgSl9hFqr4PVnMSoAsVpnb3oUzF2GVA/xWm4d//pcval9fEhk9LJJYNjKBZrDOGm7jmO4zHyZ/p6nXtE9rPrZpM9hhlnlf/nTDW3WWH5T7sEREl3GGD2EIQaDjz81EVXpNyZemNpMxPAbrXRyy+nhHy1MkzDiAN5uxj3tJLrBLDTa8ZiqqcjhIMx22UlU278zNsFeO05saId+4gay0LEZCjzYpcbXiSa+HPrPEWJjl6bCVm1qH+W6pg5oWrDQr3OV2cNm64xyd6yTt+Kxpmeb4fAdCaCp1B6ViQJecN5G+YNOOExye7MKfSEEg0XZIaSwLjoqnlTSIUCAiEL7EqEjCLp9aKYGuG4hAoq1ze9NfYILT9BfQC9CwZlBIyOAsRILRyPo8LRtDcmfL7arK4ct7riX3QIogK3jDux4kIQO6/jOBWQtxZl2skoF1ahpdrcYUyPPXo/YPxo3QhRdOLGdc9m9HENkMYXceeeAk3qXrsGoh6TGLxFABPTYZ1+iB6h9cQmaoiggVQWsCa7aG35nGGS/D5AxqYAni2CmEbaHnSzAxhfeKLSSfOIo9Ooe7fQ3mA8/E8smmiiabRRgSHQRo11vg3QjTBCGZfvc2OneV4JkDIAQymYz7Bc0AryLQ0ULWL0wTrfRZqp3nK3j+T5eBxl3w0T0z1dwM8tBg1+h4X89S6TQt+hongCah1NcGP5/dzs5D6wD4lyv+g1NBG4MH+hBaYLhiYWAIDalTmko/tB0M0WZcdzfrAj9v4AuDkV8PEKY0YUaTnJLU1npEgeRYqRNjysYuxu8Fw4Xw6nmqk2mwFFY6IJh3MHM+YdlC+KCtEGfSJEopjJokMSnxN9ewDqUQdYNwwEVPJCmtzeEUAip9Nl6LwCnG7ye7HBHZEqOusAoumJJT12dpGVTkDxTRCRMtHVqOVgnTFhighUD6EQQh0o0QXkBlYwfJqSCu2/sRInrx79eXRKBv3vWbOvrmsTzVQIk2CZUpw6fcwPMuNuJuXqN5c7godYJrki6HA5+JKEOvUeb61Am6jBQ1FVLRARlhYQmDE6HHvDI44K1ixG/jRLmDpBlgy5BQGzzn9bLKKvFgXbLFqZIXSSItORIkucD2KaiQbsPhUieiZk/ym3on35zvwRCKaWu2kZlm8HSd+6sXsDU5xEZrns32BN2GSVbGDPofV9p4VXqYB+u9tBsVLssO8sXp6wD4vb4DPDC5jorrkE+6VOsO6aSPY4XccPlu7n7qQvbvWsEdb/gyADc+8GFUZGDUJZGp42xex8dFBAhPYFYFkSDObHyJdhQy8X8BVSzONGIhztgtzjTpmic0xdkN1ViNIfBplnxsBuvd/OzwBaz7H7OomWOoussvC1cxfVXAqmkfe6qKqNQwwohwdKyhXxfoQyd+5+cKR8cQy7viUkndxQSieh3nof14l28CDbW1HSRTDoYbIIKQ9E+eQgOyqxM7aAU/IHGsSnh6DLOrA+mHiFwWnXQQlomIFImHDqDXLoeRSZxTBqyLFT06DJHtbehyJb5mdydUqggtOP2Jl2FcMkf7LRk6v/0s1+wqsK/cx9zb8+jZOcye7hil0Ex6FmETFk4CiydwxTlL5s/a14UyWqPEkpA+rrLjYC8akljOeDI36bMxt/fMjcJVFt8efRnjdy4jryBIw03VP2bjeacwKxKzLlBmDPWy52NiZGoqIjOmMash2opLJaaA7LBk9nzIn1TMr5Q0kPWkjzi459eo+ja6z6WWsTDqEhEJrGfzJIw4Yw9rBmZdQjFJsiII05qgPcTrCkFqlBIEEswjKdyeCHvGIAgdqks1+aFY917tFWRGNEJr/IzALsW/8txai9KNKVb+SLH8J9O0fXOagpci+lQ84irrASJhxkNWoYJQgW1h1HxkqYb0s/F9UWtU0kRZ/8UQCApBoIyzjvWeMjGMsxuzTYPt5mrKJh0ZLtTj39myiz4jxYOuzZ76Go7Vu1iRnKbbnGfAKrDaqjEWxfTDsrKYjVo5HbQx5ed4rthP2XOo+DYpK8CNLH4RXUC78SjdRoW8TBHoiGuSERKBIRJkZFyyORQEnG/Hw0lZo85aa4qSdmiXdarapKQdEiJkyO+kRdaZjrLcX+3gqtQgy8w666xxCkpzoTNGUdkM+Z18ZMVOPvX0Gzje3knedpkuZxidaqG9rULKCjh9sIe7j7Uv/D0+fuzNjD3ZC10hatZmxQVjnDjWg/QFqiPAOG3TsX2SwmM9uEsDRMWMG7NtHsmUj2m8+ObOi1lNKeRZ5ZpGxr44q3+++1CzIedqKz4yC4M7RrcS3NrDqp/uImwOF2lN63efoPV7EiOfW9C+N8eFdbRIiQJnBzwhEI8+F2fVyQQ66cAF65jalqPaD6Ax90VwcpSxP9lM7/cOxSUU10WYJl5nGqMWIAKFnCkQzRWRrbn4FDE+idm3BJlOQcKB6SK6JYdO2sjpIsbqFaihEVShiFzeT3lzJ0ZdUb2ml84nZul50sMbzAEKo6eLb9y9ldU370af14+hNdNX99H67UnQmsK7L6Xt208x9HcXs+Izz5xR3byAnPVcLX9RXf35hi+WCM+WXzaWFIqqsuMpZRHPRCREwD3FTdz91IXkDxikigoZaIKUJD0mGT28AjsTe+mqxjSp4UFqJkJLsAt+XJ6L9EIpJH8sxHST1Dpizk+Y1IQZxcDaSc5rHSdp+Nwxvo3ElEnPZaOMP96LaDRjAciFhAkZlzZ9A8MTBJHAKhqYNYHXqtCGxutUiEDgtyiQGlEXjF1usPInEWYN6p0CqxKrZ0rLTOyyZsljZdoPORj1EG9JjiNf76DzkUmipSapKZ+pHS2076shQkVleZr8/hrH39rOqu9MUF/bhVUOGg1cJ8Yo2C8+0L8kVDdNmWOo5MIbfvF0a5w9NKWTYkEp4ymTLrvEJzv28KmOI6xwpkgIwVBYYzRo5ZTXxpSbYff8AHuqA9xVvJCDfivFKMU+r5/n3AEiBPvKsXh83otJkOV6glpgUQ1sxms5Dnh9pKViJqpiCYN55WIISU35zERVFIrVpuRoUOUVyRmOuT18r3Ap35m6nHsrm2iRPgaKbqvI5sRpDvtL2FMfoNeaY5+/hFvmLmEwtCgqm4kozTorZJMzSiHM0JqvYsuQ5ZlZXrHsCDdvv4tiKcW29lNoS6MdhU5H0OMxdLybr7/tawgnInvSYGiiHeELzIEq6f0OUQImDnchAyAQC5m+jiSOFVIeyZ3bfV2ke188y/C7WuozCFqIT3KTQZ6vPHMtt97+ap4rDzB7Tx+ZoerZ06SwUL6I5uZ+9wdYPG26+DEN+WHzZqA9Hy1jrnt2JGTVN0dYdvMTeK0W/va1ZEciqpevieviQhCOjmE8tAej7GIUSsiWPP4V58W/S3Eeo70NVZwnnJhElyuouSJ6fAqVslFdrfHNJ4oQCQdRcym8vcLA/zxCdiRg8F3tBDkDPyOxSj5Bfzsrf1ZF3NNGlDDR6SSdvz6FsGzG/vJltH37KaRtsfKze+Mgv4BV0L/7e5+jtXiWYTFR8vnTrGcw4DGwsNlc//7EDv52/2s4FbTzy72bsQqSxJzCqinMuiZRjLBqivzJgMRszHxJFBROqfEa8hSRI5GhiqdM6wHSC5FBDAZzinFfxfAAobGKkuHjXez8z2385ms7sFIB7lKfocFuwlUuMoTEjCA7JEgddhC+RHoyzubX1JGexGxk92ZVkBmS2LMG9pzErAp0JiTMx3X96kAKEVsqMLdJo15bwHShvEwSZizsgsvkJWnGrnBoO1Tl+Du7qS6xsEaLZEdCjJLH2NVZ8vcfQdQ9Vt4+h6jHdXvDixYgeGFKkh5xebHrJZHR15S90GBNioCm0UdzNU09Fg8/xY06n0tSxznkK2aVQU66pITBhIZTfgfzQRJfmcy66YXHTUc5DBRjfiuzQZrTbhsj1RZWpGZwA3PBO9UPz6ATKlGC6chmpRlyPKiwysrwqKt4rLaBNqPKu3JjmAK6jYiajrgxt5uDfg89ZpEfFS7hX9yrmfKy9CWKFJIZNiZG6TGLHHT7qSmbKzOHeay2BktE9FlzFKIK3UadHckTbNw4Slr4fPTIW9DAvrlegnmHu45ujs0IlCB5MrbKu+99/8jO2nLS+xOEScjnapTHEqgTGbwOTW5dgcqBNmprvbi5pQGpWb9snEODfVgd9XO6rwtUw8YNujnL0Az0rrYb32csYobHN/3vPHwFaz/2DDoMGbulm+7VNeTRU88T3bFAc1xobjbhPw1ODBBn9s2vNddixYpS6MGTqAvW4tz9NCFx41aGmjBtUFxlUB2IWDe8HjkXm4RE07MwPhVzGusuzpNlRFsL6ootGPuHUOUyMpEgmpuPMcVRhDkyi86lCbvziLaNXP/vD3PPea30/nMXj7x1A/1JzZJHI9LDFWRfGrNYRxTmee3O/Xz10NUsPzmFTieZfvkA2ZEeljxaBa0Y+dOtLP35FCKbiNn2cNbJ5lwH+mrD67apd28yb5rNWVc19/XsJjwa/uaZ15J5LIUp4Jb7Xo9cq2MEbz1CerGs0Kgo/JbYSUsG8eCQDBsuTmWFUY/w+2O8M4aAUC9MCGtDgtJkxiNmN5pkTxpUezVdjxukpgLCpKQEmMmQXFeNJdkyh6aWIT2BtjSZIUnmhIEMQNkQlJJ4bYr6sgBnwsSoC+rd8c+sZcyMD9MW2lEErRGj18JlFx7k6K0bsMoCf6wdaWm6d/kx6XJZmr77ZvE70xx9r03rLmh7agrVmmFms8WyAzX6HjBQq/uZuTBD+74qc5sHyI54C79jmBRkj1XwO/+LsW6a3Jpmo67JmoezUQWLzZpNGUstB70eDvs97Kqt5Ffzm7m3Fuukp/wsc16Ksu9Q8RxGq3mKfpIRv40j7hKG3TaKQYrBShfzXoKM4eIFFlEUP5/WAj808EKTmrKpapuH3Q6GwjxPeQHfnr6Co9UetiWGqehYrTEZKRwhebi+mv31fqajHFszw6xMTnNZy3E8ZfF0aQV3FLYz6PXwivQhllhz7Kkv48LEKVqMGie8Lp72+jAETEUZpsMcf3DvR9jQOsmKXIFiPcHmDaf4+aVf45Lzj5HqqqJsjdemOOi38sPxi3n12x7jrW/ZydxUloGtoxiu4LKr91MqpzDqAuoGRlXyj793GzqhODS0hExnFcs6t5ZzzRUbVWvsRcf6xdaMTeZJk2NiiYj8wTMmHOHUTMx3984ocBZzYRaY7Qtfa2TrSsckyCYmYPFjFl1H1d1Yc77r4FnDSfV2g9KASd9vSqz7Zhm19zDhyCh6voSQgqg4j3a9+IYSBESj41h7jkNnG0ZHO1gWRv7MKSmamIQgxBqawii73LtjKUe/uY0gb5EYMxi9RrLhr/Yx8soWql0mTM+h21t4aG4t+duzHPy7Xk5/3sEpK0autdGG5OitF5EZUURHjiFPT4EQTN+57qwTzwI24Ryuxb4BzXINLB54i83Y5SI8iSUi7H0pDC8eKkrOKtr3xrJC6WkMPy7diFBhz8cZulVV2JX4o+ErrHKI9EIiG0QQIYJFe6/OYAPKfSbZUwqrpOl6RtNyuIJd9HBbJYmkT19HkeJgGwf3DsTa+wOQnJT4OYgS4OdARLFVYPakJHnKwm9XBHmNiARuuyayYwJlalwigljFZpYNpv9sgNkLNH5e0HY4xMsLxt/nMXmRQ6IQgFLY01Vk2cRrFRz+aCcz52doPxAS9rQgS3WOvD+BWdOYUyWywy4iUBz5QIIwZZI9WSXMO7itL35fXxIZvadMQmUsAMwW2/VFNI77je9VWixIKvucObJGnZNeF8NuOwU/xX9UL+Ga9qOx0YaXpOrb1H2Lum8RpOrsnFpHb3qeaTdDqCRuaOGHjYm8JkYgMFBKYJkRkRkRKIPvTF3OitQMW1JDfPnUdYRK8rGl97PWEoDBo55kpalJCJNtiSEGZTeushjzW0nIgCGvjfd2PERRJTnud7Gv1s/OwnouzI1wUSpuFgbaYGNilEGvhx/5Hfxhbg+3zG6gb/kMv96/geUD07x9xS5O1Dspa4tr2w7zvp7fMrihh/XOOM+5A3xs6f3cObeVNrPKw6/8EvPK4L3BOzhU6GZVzzTDx5dywaZhyoFDQvoY6ZBrVh/l2ak++nKlc7qvtUZmZ4kIQyp8mrhgv+FAFDftUDR01bEGu6ZsWo/5ZzL1RglGB+GZz51VhhFnB/OFidEmEiBWuZyV2Uuj8dyLPEwXTgcR1TdeQtuBCnLwFGpFP1HSwuxoR82X4xJOo0SiXBdj0zqYnEHPl1Gehzg1inLdmFvT3hKHPkMSFYqok6cQG1cT5pOItlVs+GyBk2/rIbN9Bm8uzXnpMe5bv4kPv+sePn/FDbxz2+N896mXYb7OhXmbMDS46XM/5EC9n+9lrsCZEMyvFGSu2sLEhUnC1Gpy1mTMrG+cJODczke42sbQ6sz0ahMD3bDui6Flkqo2F1RX0GBKVcDw4oaqVVPYpQiw4kGhRmYu/QgdaaJkXLtWZlymiZnsCqPiIXQmfk0YAhGqOOALgUYSJSStgz61ThMZQf5gEW2bFNekmb3Kg9M5GGpFdmq0Bq9VYJU1ySmNU1JoAcoSjF8Zq2ycgsRwoWW/JHIEbqcmSsWyySAbl30yQwbltQH2jMnc+jTL7vaZ3exQbzPwOjRB2SGzo8jINoPeb+SZuMRm3TdmOfWadqx5iYxgZrOJWc3gdqTp2RnX4KP2LFMXpXCKmtauAtrIMn5ZjuxohJ/7L1ajj9EFZwiWZ3xaz0zCwhlz4MVMnBZZY8rPMuOlKfkJZuoZfjGxGUeGVH0bN2iMaAdG7MJUT1ENbephXFcMlSTj+MxHSUwzIgwbPQJ55vRwotbBnJ+kyypxZ2ELV7QPcve6u7nQKTZY8+YCf/tx12Gf188TlVXcMbWNu8c28W8HL+O+k+t546Mf4L/tegebnFE2psb4g65d9NuzPFCOqZEp6ZGSHnmjSla6fL+4jZu7nuFPVz6AqJgMHe/mP0cvYG+hl99W1/PZ376G00E7V6SOsdQssSN5nP3uUl7X+izlKMFbDr4TSyhuXvMLKq7DSDGPWlNjz5EBJuazfPzpP0QIzW+Or6EzXcWPzm1AWJy5L963xfgDX5tn1egjBMdqXSQPjp8d0GEBG7AQ0J+vJllcpmiyZZoN2cbHhcc0rwUsBotV3ngR9d+/mOSkR2lVGpHNIk9PIHcdIioU46lWy0ZYZgwlE4LowJHY3m/dSrTvo/wA4TgxkrhcjeuqLTmMXCa2D9x7mFMfiTj+xgTVdR20H4goDLZhjCb4bWENG2+e4NbBK7hh837uG1uPcCViKAmGJhrM8Jl/fzsTXo4Ltxyn++mIem/I3OoEHfs8Wo4rWm4cjYfBogijowOZP7e9F6XFwoRqs06/eF8X92CaYDuAYb8DZcWYgKalnuErUpMhkWPE2fgC0TGWEEovWqjF68b+qrSD4YI2G6dvKdG22VAbgQg1IowHk3LDHnPnt1D8W5fZ33OhYkEuILLBnhe0HBJkRhW50yGZEZ/kuEv6dI384RIbPz9O7yMKt0uhLKh3C/w8JKYERq2BMHA0QRYiBzKDFn/82p1MX+Xjt5ikJhS1HkH7Hk2mtUbPF2wG/lly8s3Q86TPkU+myJ5WLP/0U/jZ+HqZGybwe0KKa+NJ7emtGbqeqWOXFanvtCAiTcvxcKHZ/GLXSyKjh7h800TWSprs6vhjQgasdKaYDTO42uJQtZek4aO0pMuoMO1nKPkJaoFNxbOZryeoBDZ+2MjmhEYITRAZRFow7yWpBRY5W8U1Vi2YC2K2idaiEQ80YRSzK2fdNGty0wzWu3lP50Nssw3GwxpLzAwngwoBdZ6ob+JEvZNnZpYyMZ1H1UxkOuT6dYcYSbZQ9h38TFyr/qsTN6K04KPLH8DF4rLMUZ6tL2cmyPCq/F7azQqbjDGGgg7ed+rl7JvqZf35p7im8wjzYYq8WeNjrUe5JX0lWxOn+MTQG9jRdpJ/33MphhVx0dLTfGDJb+i3Cws30H+98D94zx0f5JY3/hsfefZt3LhqLz/61eX8+evu5NtDl3Jyup0VnbP/V/Y20AZSK2gM+9mNuYeachisd1MMUiSNgHWpCWqRQzV0CJZ2IEbH4gssDuD/uybjwgCTWgCFnQX+WlzTF3Lha0ZrK6IlR6XXIHcqQjkGrU+OE01Nn0EJNK7fRBioJmisoXRR+w/HaINUiqgUn47UbAGtNGYmjRpYQtCewn7uJKveN4TI51DtOUZuhqQWeEdz/HX/L/nQyz5KueLxyA+34nZqVtzvEyUkpQGT6tVV/KF4FmTf46u5/n8+i/FXm1nxtwd54ufnk7psBv1zzbHvb2Hd3xTRY5OweuAc7eSZ1eypRQ1fiGZT1hIhEsWQ30Etcui15wiUJC09pvws9R5NywnVqL/rmDNUDdCWEfP2RRzApR8HeJSGSCMDhXLO3KidkoqVU6FqMGRi1rtyLGSo8fMmqcmQ2Y0JvDYwPJuwYsWer4cTpCY0dlWTmvQwqgHCDVEZG6/dQXoKocFIWSSmPFbfpiivTFPYGAsY/FZwigIRQq1P47dF6IQicdriZ/98Lb0VRbXLYH5TRP4glN9UpjqewWuH06/RLL9dY/16N+v2tCMSDuFFG+n+l8c59sVLKO3swd5WIXXRPGKwDa9VEGRMprZJVt02x5G/SNO50yA1raguefGJ2Usi0J9xHpJn1fMALkkf4/KESyHyWJLOMB5W2GNPYYmQJ6urecpdwZJEial6zIIB8HwT17MwzagR6MEwFL5v4Dia6Wp6wYbL9S06MlVKYZIgMBFCY5pq4XH1wKTq2Xxg6W9pNyp0So+nvSS3z13JoVIPS5Il3t31EJ6yUFry3Q3fZfnmFArNfAOElpU288rH1xpPw+kwx48LF/M/nrsRt+xAIPjGK77FqNlKoA2KUXqBCJgxfa7qP8YvjpzH4eElHLruFu6o9PDjShfHX/7vXLb3bcyW0niRSSrjUR3J8nhlFbtODdCWr/Jk20re0fkYBooH3vL/8qzXQ3e+zI8PbSWxbp4nSyvZ0DaJbNNMe+cWZ7vYKWzxtKOvTfZWlvLc5y4kt28GlU0ghycYLHQw/vFLWPv7R7FGZgkXK2v08/oHz6/Jsyj7X7gxLGrQNoO8EGdOBTqKgWLNQF536b312QUJpc7EX5OJBOrCtQQZC+VIUMRSN6UxpkroTBIxPgNRRDRbiIN8Y6DJ6OwgnJyO6/o1F0tBtG4pxkyZg59sJ3XCZslXXK7/6m/5VvQybrzvI9zxua9w0yf/FGUp6t2C8R0O2VOxh2j212mkDw/Vt2Bvnuf+e7fy37/8M/5p/3X43YqOW1qQqWkSB5NMXZUgM9ZB6sQLKJL+T/Z10fs1porGyVhCBBys9/GN31yDU5D4LQqzJkifhuIGzbuveZD8kXiK1a6EhGkDlIEVREgvjDN0HQ8Ladkw5zBEI6OPkL6BiBTKlJj1WGeujebMgFrI6o16SGWdAxiEqXgoyro3T28h5s+4DUWylxeMX2mjUwbCjF8r2gUsEBUTpIlRjjEI2VOa/p0e9nQVbUoG35nHnotr83ZV4LeAu9wnPW5R7TEQEaz4aUj0iUlKP1tC1Cko/skcXT9tITlS4Ng/XIw1L1jyhBu/jrZtYt3NB5l9/Sb6Omc5MtyDvMIaegAAIABJREFUdZ7gza9+mJ/YV9C+T1FfmiV5xMLPwtwGSXLixe/ZSyLQOzKMdfOLgrwlY75JMUpzTy2JRFGuJ9mRqLDRnuVX1bUcr3XS2zJHh1XGlIp5L1bNCAFhYKAiiTQUphktmHJYRoQXmJiGwmsE9opvUw4dZONGYRiKsKG6qdQS9LbNs8qaJkIwGSXpNev8UdvjtHUGZIXkSOBwXvI0n2gfJNBxJ1yhyMozuv9IawzAErDOKvH3PTs53fkg+7w+bp+4iPff+T6kL4iWeNx2+ddZabk84XZSjyyWJWYRp5NkJgX3XNbKzrkNfLn/19SU5ObVd/FQZT0/+tXlhN0+MhLoULKye4Yjx3uZmcvyitaDrLKm+NCJN7Gj7STDQ5189qo7+OrJa3jo2GrW9U1SqKdI2+eWcpiS/kKdXoqzDb/vfvJC1u88GtMVwxCxtB9zaYolX3yc2t2r0YWxMxfS6izUwO+UaJo1+cX/bnzvYhTA79T3hUB2d6LnS6hKFVb3I9vyGFOz0JKDqZg7U3715ljuWFUoU5AdrhOmTMx6FCMMpotoz0Ok05grlqHL1djHtVwmnJyO5Z/FeWQ2S9CRwjkWa+BF3SA7rLB3H49liL7JJ664mx/OXUL6/aOMFFpouSdDdQn4OUGUgPL6gM5HTVoPKSZX2ay7bJgvfesNXPmm3ez/8fls+cyzPHzrdpbeM4+IIoQXIiq1c7qvCRmcZeVpCN3wGAj4xrOXkxmOwXnOnKTerSmvhNwxyZ3PXoNOQJCSmFUZc9YbGnjhnUE+aFPE5a5QLTRYtRG7MWnLiL+udVx4FiKu4bsKZUtkLcDtSeHnwarGQb7eo/FboN4t0YbGno/r8v6OMnknwAtMlBL49RiCppVA2woRSqKkJsoo3D7FzBabxEyC3EnF2lumwDQor29j7EqBTioSwzbK0NS7NS1HQPqKgdwsT+d72XTdUWY+t4IL//Zp7ju5nhX/VKXek0C6EVHKZObiHL2zrTHT5hUTtL5/gNJqzW0PvYzV91cZfK9FyzM2PU95zK2xyZ4kFum/yPWSCPSxyUSMKW4OP6WkT1p6WCLk4fI6+pw5EiLgp+UL6DTLdJklTBnxreHL2NA6QclLoLXAkA0jDqkWWO3CipuBkYgNOJSSeJFcyPQNqfEjgzA0FuJIGEocJ0Qpwc0r7yJCMBulMYTiPYO/jyUjNuRiv9c1ySk+1HISkMwrl4QwGnp7Hwl0GGnajDjYp6RN0MhOV4qAmpri0wN3Md2X5bbpS3j08Y380Y8/AgJ++ZZ/4uM99/Oe/e/kumt3M1jqZE9tgL/ouY+xSLOzuorPP34DwlLIgTrm6WQ8+KFgcKwLWTZYsXKCewubePjgjXz+itt5aH49z736K1x47010dJcQAr6w4g4mowwrrRLwhXO2rwuZfEN50UQhFMJMTAxcpH0PT48smG9EhwbPUBibY/7/f+Wbs57webp5Fo3/v8CUqDnQD7U6ulpD5nJET+8jAoTjoGcLCNtm5o+2kpqOyJ7ykZFq1H8V9pyLckzC9jS0pwkzvQt1YXsuizE8idnZjp6bR1WqDRNvD+OhPVRv2IpVCRm4WzF2hYkMN/Ddo/30d86xOXGaL9z5OmQEyoD51ZCchKBx2EqctgDN7HmCxMEk+gstbPr/DnP/0+fz03/8Ch/49Ecpb4SO5ySXfns3T75pA/6KrnOwm2dWs+5uN8y5m56tE2ELWkNiVuO1xH/n1JggTMVKFmtSkz0d4OfNOEhLgZIxb0abciGQQ5zVC4hZRUGD2SNiFZUIY8nlQunGMmKZpQBMycz5VoNbo4kcwcofzBHlE8yvTKIscNvBumIWt+ZQLKRjuqsAAhGf5FMhIhH3cKxkjATXGvy6ReA5TF2qmVvXTWpc0PNIgXUPTeFvXs6p/+ZT7EyQPmVQHoDSiiRDJ1ax/bWHeGp4Gavu3sVjHTvIRZp6jyIzOE/QmgQN6akId0UHuRM1Br90Ees/c4Su25Oc2rmMZV86xvB955Oajqh1W3S9+RRHD/UjW70X3J8XWi+JQL94BF4haDMrvD5zhCVmhpmoyhOV1dw3tZG+1DybMqNMBnkenV9DPbLI2B6Pjqwkk/BImCF+aJCw480JA4MokESWXKjTh5FBFAlCz4xRo0ogpcKNrIajm0EYakLXIqjZ/Nkl9zMUdNBi1FhuzvKpoRspew413+LYZAeha3HoulswhEWkFTWtGQkFWelxOsw1NMYx0dKRRsMsPEAiycgEW5wAR9iAxzUDD2AOPEhd+9xd6+YPn3sPlcOtXHLFIe7ZvZmfXfcvvGf/H7Fu7Th/t//VXDVwHCMRsaJnhuWZAs9k+pkby4PQ6FAiJBw7soTh1jb++mW/YNjvYHVqkptOX89nL/8Jn9n7GpyEz9PuAL+a3cyHlzzA8nO8t1IoLDQRkuP1Ln71w0vpftplw+AI4aIMvMloWQjoC4GZs4P8Yn04/G4236zLLy71PF9TLgRGPocuVaCjFb20C/X0vjNfb6hz5OrldD1ewO9K45yYXuDjYFuobBKVi1+zYdI4wx9RkjBrE563NP4xVrYjFITpuNloz/kkH9iHSDgMf205q/9unq23HeLxP7+Yy7/4HH/+6Q8RXaqQRUlqfZEVrQX2DC7FnrDQZjzBWa9L7HlQFhz+UJrUL9Zjbynz5h98jNd+/Enu+dkOan0pnryqE5hBdGbP6Z4uSCgX+cb+5WNvQtcNkmMmRqDInVb4GYnbLhrOThplgtdmkh6poxwDP2th1iLCrIVZFchaEJdiFu2bNkSM7Q0iVNJCaB0LsRrYg4Xv1hpZDxm/Mo9d0oQpgdsm6N9ZRSiFOVOhfbpM1JJi8J0pGGpBJxWybMQn6bRChLGWHiUwnRDZONkHnsQwFXYyQC2NsA2FapOUV0rC6yRufQBGHHpuj2WhJ18PfQ9C6Z0lMne2sOf3eln78TEOf+kSWg9AqU8itET6OaxSgLIlqmlWYtr0PCZQpQrHdq9l6a6A37RuJuqICBMGhq+Z+NkysgaUNr/48P2SUN2cUV3E27Y9eZLvly7gD46/gl9UV5A3Y+b74Hwnv57eQKANViRnmHHTVHwHQyrmq3GD1Wxk6FLo2F5PxS5MSsVNWdUAO+tAEtVNtIYwNPAiEyl1bDTQcGNq7ShTUzauskgJjyfqKzk63kWplqBSTGHbEV+67Ac4wmIkrPDFuTU8WFuOj2SVleHShMdqy6WsNI+6Fj+p5Li/nuTeWhfjkc8TbsRI6OHpgKih/JhTdTIywZsz8+ze/kMOvuNf+GDPTpCaNzz0QcoH2tldW0bgm/xNzwO0tVRYninQmygyN5oHDWY2IJHxYs28oQnqFn//1Kv56ekL2Zw4zfbcMH9/8Ab2vuzbBL7JZJjnC0vv4gsj15/jfRWNJl08GXnHE9vp/8qzGL95lnBs4qySjFb67LLL4qbqCzVgn5/VL26yNtU0C7r5s1/mwmg0/qIoLms8d+Ssa+owxFi/Og46oxMYv3mWaGIKnc/gruvB72uFSOMMF7D3DpH87UGckXnMXYdxTk7j7D+NM1zAqIcLNwCrHKKFoLQyyfQ7tlC7dC3LvwIjr+rg6Q9sIXF8mu/vuxivRfLo676A3xXSmqozkC5gT8YDcUFLhMrE2a3XFv+s3Q8ZdO0O+PQFd9O1dZLH/ulifvX+fyS7f5q5V28g90sDs3huB+F8bS6Y/Lja4tO7X0/bIzZ9vxakR/VCo9WZj8iMxo3XMEWshXc1UcJE1hvWjeaico0pEV4UK27ChhJKaVQiDmjCDRu1+7ixrw2JSpgIrVG2idedwqpq0PGgVevRCHO2AmGEqLlELSlO3ZBFhILkhEFuv4VdjGF+RruHyofxEGLJhJMpxIEsjCdwTiSICg7BaJpwNoFXtQl9AxVIqvNJEkmf/i1jTL+lxom3CeyixM1L5P2tdD4xS20qzfyVK3jd5bviCeAKeJ0RZi1OHNzWBsixEhJkDJxiRPW1W+h8Bkofnseal1hFg9kb6mgJ81s9Lnv7s6SOvXiHqZdERt/EDXvKpBI6PFZbQ0KEzLpp/mH3DQQVGyfv0p6rUvEdfjFyHju6h1iaLnJwrhvbjKjVHIrlJO35KpGS5JMufmCiAomKxEKyFgQGphUREBsCKyXx6gayNdbRowWhb0AoeXn/UcpRgm5rnrT0+PxjN4ASuIGDTkYIoVlvT/OnY1fTZZe5qW03xwKDlAj566mtpKRPQgaNUlR8zOoxi8xGGU6HseRNUifS8Y1pOvKwG0TNeeXSYaTZ60ecZ0dsXjNCwgiQqzVvbXmSXZ0D/Kq6jNZEnbTpUYtsOpYWmZnOEk0neNvVD3Obvx2pBGt6p8hYHjd27ebKhE+ncYTnlixlww8+jOoIWGoVeOvhd5wxEj9Hy1PWWbV5u909e+gJXlgNAwsN2BfUv6sX+P9ZzdaGRK/52MXXFGB0dqCrNURHG9qx0JPTv5P1B+1p5CMx3tjo7gKlUUkL66F9oBXaMIiiKC4NSQOjWIpNuUfH46eq1bGCEG1bqHwq1uHXIlKnyxQ35YmSkrV/exjzhgzVHauYvbqfD1x4L7/8wbW8/KkPkOuqMJAt0G5VsTaUqI1ksGcNXvbyQzwYrUfWDFhZpWRmmHqlz6tTpyksfYZb33Q5f/z+j6PXxjLGucsKGLlzC6vzlHWW0YiUMeLXrCmSkx5GPSBKWngdNkJpMmMRtS5Jvc0gPRmibIk1F2KVxILKxc9aJLwIWW/YQibNWGrZaM4CCB3/X9kGyhbIIEI5ZnyS0or5FSZmHcKUILIhv78AZmzXGHXlUUmTMKVp3SeIHKgONK+nSe1NkQhjmaRQ8WiAiEB68XPbswbK1oSmRtTM2MhHxNjiKkmqI1naV8zhFRNsvPoYp06vZn5dhFVtx2qtkr93iEcz2yluI+5LpENmNyVIzCkShYjZTRYisvFaJKWLJdmToH+vQP2ZDrKXTDM72M66v6tS2JbAmLHZ//+cT4v94gccXxKBvjkA5ciQtYkJ1jgTpIXP9lUnuK11Bw+PrmL+VJ6xuQSd/UWk0Px2ZDWX9Z5kRa7AvqklCKlQUayVF8T6d9sK0clGbS0wsKy4KatUrLclBBXEb/5iPYlWsWJfB3H3vxikSJsew14H/7j/lQ2HpgYJ0lCkHZ/Pjr+KD3bv5LHaGj586oaFUf+BZAGFYKUzRTFK0WLUWGnNoLSgz5zjYsdlJAqoaYOajh11ykqyzDT5t/nl7K30c2v/41hCcf3eP2JqKs9bLniaD7Q/xpenr+QNvbt5Z26GP8j8lK/ObUIKxcxkjss2HMONTJ4uLKOrrcSOziHG3Tx/338Xw2GOLxbW8607X4HfFmGGAiftc+upK5mrJVnbPn1O99WRwYJd3GPF5QihMdavjmvwi+vpTbxu2ByIihay/bOY74vX8xuvz2fgwO+iDxqnAx1GaK0RfkB0Yqjx3GcPYMnH9mEuHyAcPh1LJKMIZmYwGubdGEask2+WgcoV0ArZ0hYbd7uNG5oQGLNlvHVdJIeL8e++aQdWJeL41SblV61m9JWKz1z1Yz73vTcjzoevbvkW7bLGlydfwQpnilrZYeuW4wCcqrTS0TfP1q7TPHJ6JeuuG2T3/hVc9JM/Y9WP6vQkDKxCBVmsgJTQ0w3JxLnYzoXVHGy0RciBWh+rOmc40Z/Fa7PIjEjSY2BNljBLNuW1eYSC3HBItcek1mmSH3KJMg7SDbBKYZy1W5IwZWEqjXQDhIoNVkQDa6BNCVFMhESB4S4u3zXgh34cpA1X0/NoKbb4CyNUJoFKWESOQfs+zdw6QXIacsebv5EkyMSlMG2B8EBLUJZe+BjkFEZdIl2JchSYGlmTRFmf5BGH9JgmGJAIVzL2b6uwQ03PY4Kp17pE8w4nP3Ye+rwyotEPMCKJWdMUNgjAxC5Dpd+gtDbEKhp07ipRm8jTedeTeNdvRfULwtYUIoKuXZowIXHbXvzA1EvCeOSTe96oW60qH245xLFQ4WqDtAjpNBS+1tS04LDfycPldfxk/xaE1HS1l3B9i7Z0jazlcbzQTr3moEJBIu2jtSBhB/ihQb3iIKRGSDDMCCk1Xs1CV01EOkSaGiljD1IVSHTVxGpzWb9kijWZKbrsMl+/9+UAiEjEXOp2j8tXHmdjZozXZ/cSacHD9dVsSwzRbfhMRjY/KV7ED/dsR0cCWTYx3HgoAgFBLsLIB7TmqyzLF9iUG2eJVWSNM8F3pi5j90Q/lhGxum2Gv+j7FR/83J8CULgoZO3KccbLWZ7Z/n2+OreGu8Y38/nVd3DYW0KLUWPY72Q+SnJDdi+P1dYwWO/iosxJ/jA7zndKyxiwZvnIz96N6vIQczY/ef2XubdyHm/P72agf/zFv3r+N+uLh67To14rz/z3rdgP749LJaaJbG0BQM0V4+GiRuYtpDjTPF3ciG2uF8jaX2g1TbQXf09T7y5MM7bj0xrZ1UE4fPrMAxcGsRr43ZUD6PEpiCJkawuqvQV9+NjZZabn33Be6HPSQCacBd9ZhMBoa2X7zkmeurwtbkJ3tTP8hi6W3l/iph/ewV9/8d1wfYFPrL+X2ShDnzVHMUox4rexJTXE/9h/IwIoFdI898qvcuEvPsort+5jz5cvIDfkIr2Qd992F99+7XXUl7fw23vOnaHM149coQ2h+If/fCN2Mb5sZEPTEdLwwKyCXdJ07J5H2QaVZSlMN572DJOC9FiAVYr5LSphoQVEKRMZKMzSmZuksgy0KTHn6mAIooyDNsUCr10bErPk4nWm8FvM2MmpQ9Lz4MzCNbRtEmYdygMOQUZQ62lgF/y4SRwlNIYryA5r2vaVYrRCzYubvZFCmwZYJkFbCq/dwssZuK0CZcWTselRTddjc3i9Gcr9Fpm3jpH4yzTKNpjelqHeKVhx+zQrv3uK++/dChpWXT7MyZl2UgmPwnQOAkHfsllmH+vBW+mx4nuQ/PQYBw4vxZ426H00ZG6tRfsBjw997Xb++rZ34K+uc/Jtn3pR+/qSyOgBLkkd5756G51GibJKMqQSjPjt9NuztBsVtjpTADjnh/zH7ouZGGlj6cAM05U0ZcuhLz/PUNCG5zmx63sipKZs0kkPV9pxNx1N4JrYydhMu2/lDKPD7USmJpISKxESuQZCC7JplyXJeXqceb6262qkbrw4QlCtPpevPM6l+ePsSMb4gpo2eU9uhFkV8PmpK2PoWKMXIMsG2tGoLpfe9nkubB/h2vwhlpoFsjLAQFNtjpGLiJt77+bn2fO5JHWMTqPOY/UVXPreZ9k1vRR7dyc/ueEOtn/9z9h9geLDrUfot2e52LFw9QzrrSpllWSZPU2v4bPSmeQduUNIIfhReSlr7QksEeKsLPHdrf/Ou557F71myCWp4zzrdXEuR2sMNA+OraHjkQPxSUnpWHY4MbkgfTRa80Rz83E5JOJ5pZnnoXabJRo4gy9orkXSyek/2UbH15+IbyqZNNF8acFZSiSTyJZ8DBc7cOSFG70o9KXno/ccQ2TS1LcsI3V4EnVwEJlMoKvV3/2ZtFq4YUnbQnb0QBShlQI/QKRTsHoAfegEcu0K5je2cNs969C3uKz4msYeK/K19/0rn/v6y7npnj/m639+Kz+c2cExr5u8UefyxCQ/Kq8n0pLdteWsbC3wyaV3U1IJtv744xg9LksTczyyTPKpv/kxf3Xru/jaTW/CznvY9+46h7sar/+c3IJZbpRUQrDdOHBqM67H17s1yhZMb8vT+fQc2ZNVyivSyBDMuqbWY5GJFGbRRdYCVMLEqIWEGQvDkHEdHpChIkwYqJTF6DVZ+neWwYfIMdCGRHohyjHxWk2ClMRrEyx5uARKoy0T4fmE7WmqfQ5hUlBZGpdktKFx13hYpx1yxyA7GuDMunGPQClUNoXfnqDeaVHrknjtmjAJKqlAKWQgkIFAmZrCFkWUaKPar4m6fGbH2tEfMpBVg/X/NMzhz3Wj0g47h9ew7ZrDFP0k7+p7lENtfXRb8zzSvobd4328vn8Px14zzn27NvNnt36Xm375LpbuVEQfnGR+tJv1f3iYoa+t5fOD1+N1RFgnX/xJ7SUR6KXQ/Ka8kSV2kTajQo9RYpk5xzZnlGe8Pp6tL+eBUpo+Z46L0icZ2DHLF/e9nIm5LG25Gn5oUHSTtOeqTAYmUckiCCXCjqgogTA0CcfHrdtx2UWAVoLR4XZEIEm0V5FSU6s4sdOSoXH9GJFwtNqDc9IhTMVNpjCt2b5imItyQ7wnN8LtlSW8MTPDscDj5ult/PDgNiLXRBiKTL6OSgR0LKuyIjfLRbkh1tgT9JhlLBS2UDgC0kLS3whgZRXRKlPc1DoY/21IsjY3RSHMcPfUeRx611c4/5H3c/kNeznsLWGLPcl2Z5SREJab4Oq4D/DyZESkU7TLKmORoNNQ7EgO83BtFZ+780acguBf+67lqv7jvOvYm9jcMsabW54653t7de8gT75qO8k7n0FIgUikQCmU66KjCDVfOrt003RLWrDHe55+vhFYpW2h3AhjwxpEuYZOJUDFR/X8UFxaKL3xIgCyP37yzA0kiuKj/ujzpk0WlYfCa7diPbSP4LLzsPcP4/xmL6EXZ3gLVoCLHiMMA6SJzGagsw3h+qh8GpUwUY4Rlxwijd9m4523lcxpj8RsyLJfacKkSa3X4Mc/uI3LbvkL5HuhZVlsWPPrvRt55QX7kQnNl2Z3YImI97Q+xTfnLmb/SC9TvVmOeT3sefOX+Pjoy3nsTeexbHw/n5n5Y3qfKyPdADlXIbj0gnO6p4ZQXNQ6zFGxCuk3KI+JOKM363E2b5UE2oDKgMBra6Pn8Rp2KSLIGjG4TEGl1yHrK4yyhwS0JZGBgUqauG02iRkfJLht/4u6Nw2zLCvrPX9rrT2dfaaYh4zIec6syppHpqKAQlGQSVsE8TrQCMpVbETa4bZ0i92KoFyveFVQBAERaBAuYzFVFdQ8ZFVlZeU8xTyeOPMe1+oP60RkFqJdz9PZzwP7S0RGRVTsOGufd73r//4HF18IRh+Oka2I5ZuGAKiejqyAynNQqSEFinMaNbeKqZYQaYauFGhN+qShYOWmjNIJl/bmnGBRUX0woP9YjNPOSKse3dECuR+ShpK0CPGAIC0b8oJGexqRW349rkYrQ55K0AK3HNO+WZK1XYS0uL+z6jDwFDznK6c5+aWtnPwNkKcDVvqLNBKf37nnp3n3cz7Pse4mnlgcJ/RTFpMK37nzal7/E9/lr6ZuZ3zvIvWtPkN/2k8gEg5/Yx/eCDhfHKJYErT2pv/hOl16/VBAN7/7xKtNIFOaecAWf4WijCnLaCOxZlC12Os2eDwZ5GQ8xvHOGI7MmY8qPPD4Lgg0QyMNGu0Ax8npLIeIQo7pOIhEEE62aK8WkH6O4+VkqcJogVSGvOMggwzdcvEHu8QrBUSY4RVSfmzn09z5mRtJy1aanYWGPVdOcdPgOZ5TPMFOt8bbz72WmUaFejMk7zqQStxqzB27jlFQCVv8Va4Mpmgbj6JIKMuImayPMafOJhVTFBJXSArCTtAzcpwNqqkhNTmh9MiNpqa7vOiRX6H0iSrf+4v/zlXvfSvdG9vk8wXues2fUZaKps45mvRTlDFPRptZzUqc7Q7x04MPckeYsvcf3kLSn1M57tC8NqJYiWjXC4SViFsmzvHhGz5y2Y74f3b0paaZB4Qq5pNnrmfsDXPkzebFYanvo4YGyZdXbPfb86P5QdDLRlG99gDy9DT5Wh1uvBIeOoJ+ji1kSb+HTDTdIYfifEo04OA1tc191QZx35MI10GNDJNNTT/j9LBB79Q52Yuu24j8+4/yWFV/P7rTsSeH0WFMowmD/ehKAe1ZZk/S74G56KHuRDm5r3DaGe0JW4C8pqbvkQX0whK//+Q9vOfq25j/uYOMfeYE7334fxCKnDs7e3j/v7wSmUBWNrgNgdOFm1/3GL7MOPYbB3GWW5jz09R/6moa2yQTf3ofwnGR2yb56vE/uWzr+sFjt5mO9impiC8vXsnUJ3aQ+wJj55OkRYiGNV5D4nTAW7PBITI3jHyvRl72iUZ9ZGyFUIX5Dq1tRUpnWyAE9d0lKqfbxEMBaUnhtnIbqJ3bzUS7ArelyQq9rNfMYBS0RxxGvn4eUymCtIyc7niRpCxJQ8HqtZqxuwVeM0doG7Qt44x4MKC52SELbZJVPGS5+tqBvGBhnbyoocd4MoYNRp/JJNLL0V0HlIFY4g5EuG5Ot+Uz8F2fkc+f4tj7NrPvPQ3auwcozLU5/TMVyvtXeeHESZ5825WcfKOPt6KonoChr57m7H8b5UXbTnD0965EO4Lw1CqLzx+hOyyY/GaTtb0lWpOCp9/z9me1rj8Uhf5dj7/GTPg1biic4Qv1a1mIK8x0qmwrrbI/nCNHEGuXqupwQ+EskXE4Fm/im6v7AXjgzDZ0qihUIvJckkYO1F1Gdq2wcH4Atz8iCFIqQcz8agUpDGnNRyaS4T3LNDoB3VoBrxJb98rEISgktJaLOKsOupeluveaC4wXGrxs4Ane8a2fZXTLKpPlNR49vdVO4HPJwHCD129/mLmkyhZ/lU1ujWGnwVJWoa09mrrAmFNnULXY5TaIDYQCytKhJAPquouL2ijuGTl+j6Of9ZyAfnv+Jr55YQ8v2nKCf33kGkQscUe6DFTaNDoBh2/+KC868lq0Efz9/o/xN8vP49szu7ludBqAx/7ukDVpGhHoAy12jizz3u2fZVRpRiZmL2uhf7i+lfsP72HvO4+gL4U8uFhchVLIahmSlLzVtnmqroNJkmeYkQmlMNqw+Ks3Mfq3DxK95BqMEjS2OJRnM7oDitKMTeFZvspHJlBc0LjNnNX9LpMfOmIDuDvfpxTtFfx1HF8e2od5+swG3GPv1cVkqf2Y56Bz1OAAolqx+bCAqPSCoUcqqGZsg0Y8Rdzv4dVTcl+SlRRP+YeGAAAgAElEQVRaCbLADuVEbjHlv/2tD/CGB36ZzX/rkvQ5VB6ZJd4xjFaCaNClfL7D//HJD/O7v/Rmcl+Rv32ZucfGmPy2FSBFfYLRby9gQt96xXQS9MmzdH/8WuKq5MGP/i+XbV3/8tjt5nhnjC+fOMjkP9kUMGGgM+yQhdbiQGaGaECQ9BurRl2VhIuGtCgYfjxCJpqk6m7MrIKliKkXl9nylTXW9vdM2ISFSo0Er5EjE01tn0/lfLaxca7udRg6kmIEFObaiHaEKdgIyc6WMkZCa5Ni9J4aSzf347YNpel4g9YZ97k0tii7gXhWpJaWrdWxyHszOd9gXENezm3spmP/YBHklrgBCE8jpMH1MjwvszNCN+O9+z/DL975K5ROO3Sv7jL+WQ+/lrK208drGdyWZu4NEYNfCDECbn/HvXzy8A30PezT3K4xCvb8YwO0pjtZpjPi4HYMs7drNm1b5r47nt0G/kNR6L91dq854DVpa8Mn69fx3ZWdrHZDml0fpTTPnTjL9sISU9EAa2mBneEyVxSmaWuPe+p7OdUY4tzUMLLhYAYSrt1+gTO1QRrNEIShWu6wtlZEt11wNCrM0Cs+oj+hr9pmdbGCCnJ+bM9RvvTEldyw9ywzrSqNb4wRjVjIZuL6WapexMtHHucDH3o1AJ1xzb7rzzMctCiqhOWkyMuHHudsPMykt8qw0+Dh9g5auc9qUmR7uMx2f4lApAQyoZkX+OnSCrHJCKVHRyf4wkFjkAgycpo6YUgViU2KLyycNJe1eNv5V3LqX/b08E6Bvwq//5v/xD3NPdw1vYuDw/O8d/J/8Nqjb+RzBz/GL51+LU+dnMSvRpTutN3A//66j9PMC9xaOMPX2gcA+K39d162gnDr13/HVH6hhe65PgI/OMv0UvWrkBYKMfrfDD2X/ucbGTzSJSs6pGVFVJV4LYNKLDuiOygpLuTEVUVWgKBmyHxB8toawaf6aE1ItvzTGbK5+Yu//wdZKQiBMzlBNj1j70UpZLlEvrKK9H1MrjFZiiqXLXsnCBBhYFkuUUy+tEz2vEMIbUjKLm47Ixp0LV0vM6hujnYlcZ+iPS7pjhgKi9ZFMQ0FxcWM8MwaRin00ZOc++RBRj8RIFNDfZvLLb/4KIf/7Gre+Uf/xP/17jdQWM6Zv9ll63seRhzYyYX/IvG/UWHwyS5OI0IurfGVmb+8bOv6int+3Zz77E6MgMpUjl9LkYn1o8lKHrU9HqYX/ee2oTskiPsNQgsKi+B0DOWphGCuRTReYvZ5PpWzBq+lSQsWNims2LQpmRmamx2GHmtS218mXMpwuhnRgMfMK1M2fcFl4QbJ5m+lFJ6ex5RDEILuZBnjCFrjDiOfOw6Og54cZum6Cqr3KBphHSlVDFlgC723Zge0MrNfy4rGujDr3mll2M733FJC2vRwSql1cTKCPFYgDKW+LhPVOtf2T3H3wi6W6iU4VWTTPRn+Nx9HTY4DcPpPKsSrBcbuknRGJM95w6M8/FfXcOWvPsm3H7iC/qds6Pmmz52hfc1mxNsXOTc1jJCG8JhP7sHxP/wR6ujvPbfDNHTAY91tfH76EKuNImnXFrV1aNYJUl688wSezOjmLvW0wI5wmZ3BItPJAF+ZOcDSShnddAmGu5TDiG7i0q4XEI5GKU2eS3TbsQvVF5ElDia3FEOtBZsGGix8bxMHX3yCVupz6rHNYCCv5Fy5d4pD1Rk+ft8tiESCMKiOtEyDiS5hGJOmDq/f+5ANNUcwFQ1w3/x2tvetcF31AqtZkUxLCiplwGnzi9UjzOew1XEIpUdLR5RkwIWsxZD08IVDQ0eE0sUXLnXdpSoL1PIObzr3Clbesx3/nbOcuX8L//Czf8Xb/vTXaN3WJp8LKSxI0mtaZHMhA48LvvDu9/LC+9+C+2CZ+PoWI30tXrbpKV5VeYxBZSgJl9hkDE7MXLaC8IKX/anxvvrQv/8N6530pdTKXsGXvm8pjL3uW4YhZv92otECSUnhxJq4rOzx2ofSXE7uCdKiRCXW67w9onAiaG8STHynxcxtJfxVw9Df3vcM3rxw3Isb0aVXjzqp290NPv5Goc9zZOAjK2Xy2poVYElhTdAO7cMoRTIYkBdst2iEwGtkJJUeP1xAZ1ihFRhlfWyEtlYHW//iSc686wq2fqnDy/7uLr5+227Ov2k3m79Wv3hfC2uYeoOfffAof/XHP83gA0ukY2Wch46TXbuHqTsKpGXDti+muM2Erz/wXy7buu77gz83xTlDYSXHX0uR3QyRamsRnNt6klV9VvcF5J7AiSzPPhoUJFULhVTOaoJaTjDbpLmnSmdI4tdtYQcLzziRIVhKiAdcOkOK8kxmveJ9QenIEiu3jlE92eH8y0KCZcHEncsYR2J8l+5ogSyUVA8vgevYuUyaYUoForEiWWhtfpsTCqFtkReZ3WCifklStfMGjD1RGAe6Y9pCOkMpogfdKEeTtVxUKd0IRhrub+L2WHyuymknHstPD7H9cxHnXl5g/N6cm/63hzjyghLzP38lfl3jtTW5K/DrOf7dRzj19/so3hcydl+D+VsrvXmH5pabjnFleYaPnriRqOs9a9bND0Whf/tj/5NZiCu4MudsY5DVToHmchFn2UUldudF2mOV0JCVNf3barx08hixdliIK3Qyl2YacOrMGE4xJat74Bg2b1lm+tQIss++kfNmL9+ymCLnAvLR2CplO4q+iQbtrkcWufjFhGgtAAN7ds4x3ywTPdnHeoi99o2VTRcy/DBl5/AyE+EaBZVy7/x2Gu2AXSPLhE5CIwmQwjDgd3hh/zGGnQa3F1Y5k1k18B5XcF9cYLdbZ0A6rOmMvh6UAzZ83Hrn2EL/3tWd/Fb/STSGxxLrH/Pt1gE+/eHbAdj5mpNMhmt88/++gbHbp9lfXeB7s9v52rUfJjGGQAiGVJFa3sEXDl9oj/Ldxh5+b/SbTFxGeuWP7f0dk58+/0zO/L8Xb3dp0V+Ha8B6voMN9Lj2APLMLNF1O1i8zmf4cEJ3qBdwbiALBE7X/lx7XFKc12CgNWFNtpyOwWsZ+r92AuG6ZPMLwEXq5cb1ffenKhXyRmNjQ5Llsi0cxmzw6YXvWxrmnh2IRhs8l+6uIQqnlslGKkRDAV4zpTvk0R5X9l6amu6QDbUwCka/NUfrwAhJWeJEhrVdis0fsUN5soyz/3k/eWDY+e7HOPbBKyAVeIsO4aEaL5g8xSPvuY5uv2TwqTbNbSHlf77f3v/wMF9d+OBlW9eb3vA+YyQEtRwVaasAbieIJENEibWKUNKyXqIEPVCms6XM2g4bBKK6Bu3a9/LA0S5pxcWrJQhjWLihRHnGhn9nviBcSDGOpDPiUDkfUdsd4NdtCEnuCZKKwF+z/66e6iCMIRoK8GsJzmLD0iOVBEdhPAfjSLKKT9zn0h6VCANuy+DEhu5AD4bRveIurfmZdiHps9bF642fbCt0oJHlFN11KPR3Gam06KQura5PMUhoRx5CGOT9VVr7EiqDbZLUwXFy9IN9bP5Gk6zosnB9QFaCsfsSLrzUQfen9D3sM/CqaV40cpyPHb+RyYE1Tp0fJax2Cb5WQWawcrXm3K+/40en0D90fqs5lw5xpDvJvcs7AGinHqutkG49QHQVqiVx28Li5UbYQusZdDVj25YltpVXaaY+M60qndgjzRTd5dDiaLlABbk9WuUCcoG3pDCu3TxkbjcTZ0eLuOtCzUMY0JWMK3dOo43gxL3b0J7BjMV4fobrZgyEXVyVMxi0Od/opx17dDo+Q30tyn7MQrOE1pJq2GVzeY0Rv8l8VOFgeY4Xlo9u+ITMZ1UOepY+uqJ9bvRdOjrZMEBzhdqAbr7UCXhBsIYvXGKTkhpNRQY0dMSa1qQIciN43fvfweF3fZCOTngwDhhQHQZkxnLustXJCaVLbgwazUKesc0JWdFdxi4jRr/9E39s9rzlFKbbvVi8v18F+/3P36XKVtez/HqlEJ5L7VVXkruC0lxGWpI4bU1nxMGJDJ0RiXGgNJ3THZQYJVCRxVqjQYHbMvSfSDACVJQj733yonL2+5W161DSJXCODENb1NudZ8BJshDY04i24SaqUkL092EKPqLeIt06jHElqpWwtq+MX9dkBWFZIgXZo+wawtmI+q6Q1qTYKDQqoRdeISnOavofXkR0Ik7+2lZkauG6/hMp2hfUdjkEq4bWFkGwBKXZnMrDM9RvnMCJNHd/8Z2XbV2fe+c7TefTY3hNQ2HJerU43QwZ56haB5HYuDzT7iDKJbspSokp+KSDRRrbA5KSsCevtqEzKnFbhmBN461lGGU9blSsScuKNJRUTrXJQ5e07Fh/nNAGqIcLdvYhDDjdjCywZniFU8vgOuTlwHb5SpL7Eu1KtG+fjdwXaNduGLknNtKlskCQluwcRaagfYiGrFePUfbZzEuWfSMiRXmiQRS71ksrU3heRpL0wnXOFfD2NbhidI5GEhA6CYl2OHJ+E1dsneXEwjDZ+RKT38kI3zHDeKHB9y5sJ40dTMPDG+5wxfgcmwp1FuMyJ1eHqJ0ZoLilgTGCo6/8wx+dQr8yM2HaRlMUkpOZi8IQGYe29kmx/uyrWYkL8QCrSZHTjSHmahX02aJ1+XMgK+f4Q13euO9BPnXmWl64+ST/+tC19I03iFOH7nIIyiA6ClPO7McgR7YcjDTIVOBuafOqXY9ztDHOk49sR/dlXLf7HI88uYOJHcsU3BRtBNtKq0hhONcaYKUdUlssQ2Z9yq88eIG5ZgVtQGtJX9hltR0ihaHd9UhbHh964T+gMKzkJU7Fo1xVuMBiVmabt8xm1SJFsNMpsKK79MuLXNmn05TIKG70L8I46xsBQGzsxuGLixvFpdelm8f6xrH+sxeyFhMqxB0/fdkKwvN/4k9NeGoFGi1Mqw15bjvzdaikN2CFntfNJYV/vcijc+TVBzj7qj52/uMsx942xqZ7DKt7Ff0ncrJAkPu2s1s/bmdB79gt7HFcxdC4pYu6EDBxd4a/0GH1qgr9H3kmhPNvWD6X2hkf3IuYWyRfrV3csMAKoaLY3mdoqaOiGKLrDWudkOeY/grRRAWnnZH0e6jIhl+7rdx6s9cSZKZZvL5Ec3tPkakMpXOKuN+Qle2/3TVJ5aztMpsHE4TSSFfjPR0SztnC5ddtElNSEZRmc8pHV5h78QiP/+Wzw3KfzbXrT95v3KalT7L+EuVsdLzCgIxBJdZD329o/HpOcHYV0bOFyPtCGjuLtH6mQenTFVqbJAPHMxpbHYJVTXE22Sj4SVnh1TO0b62Nk6qDTA1rO138up1RDT2eIFPDwo0+W764QjRRxkgb4G2U/eivpiBBNSxtU8Q5888fIFizWbW5Z58lFVv6p1+3A+DF632ywsW/K61YCmVW1lBJMR0HWUrRiUL6OTpWCGUQNReRCa648Qy7y4uEKqGTezy0vJWhQouqG1F2IxajMo9MbybPJb90xX2EKmbYafLF5auYbvYxEjZZ7JSRwlDxI+aaZVan+9i7d4av3/YXPzqF/qHzWzduom08KiImR7CmC0TGpa19FIay7NKnOnS0z7l0iAebO7jQ7ifOHU6dH2Vi0yqLa6UNnny13GWg0OHs0gBpD4YRxQyTi56dgbQmRq5GFXKk1Dxn+xkOL0zguxkL0/3IQsZVW6d51+Yvc6PvbtxzS0fcFfXx19MvJFApmbZv/HoS0Ih82l2f0tdLrNySQiopjrRpLxZ57Y0PEWuH1aTIleUZUqOopSFjfh1X5DwvPMG5dIi1PGTCrZEj+OTizSxHRV49/hi/XJlGCfmM4WxsUqybv+3QwRb7dczfOmZmG0weJSQdnaDRlGSwAeFoNJVNU5cPuhl+szFJagt8FKMGBwAwUYSJYtutu86GW+Q6A+fSTcBkGau/eAv9xzq0thRIQ6tsdHp0dpFZgU48YHpqR2GFO8oqHrVncBuSaCKlctRF+7D57230H8bgTGza6LqdlS5yrYlpNDcSouwvuTg0Tl98Dederth9YIaTMyPsfuOj9r9dckJRlQo6ji1eXyyiOx3UgT2IRhvT7SJKRchyTKOJ7nSQgwM0nred+jZl2VDjOSIXlM9I2hM9iLA/sfOnoS76eAmZCKKxjHC0TXe+BOWUvnt9ZApeyxat6qkOOrDP5be++b9etnXd++4/77m/2aHlOv1YxrYDFrm1E9DuRYhG5BDOC9y2xeGrJ9pMvbRMccaQFQRBTRMNSERmCJf1RsdtlMDp2GDw9SF2FipyX1DfoRh8yg6CV/f79J9McesJ0YjP2i7HZrv6BtUV+DWBVzdULmQYBTLWZKXeZp0a0lBSPtXi+K8XKD/lMfC0FVCtXFWi99Ym6RO9gXrPNlpDNJ7jNCQqEWQFg8ystYLTNTS3SvLrmuwfnSd0UvaV5llMyty/sI3rR6YoOxFlFeGKnCGnyd+fv5XAybhp8Bz7CrM83t7C3nCeT81cjxSGlXZIwUuZnRq0w+DI4fwvvOtHRxk7IBOaxmE2q7KSl3CFDR1Zyip0tNdLkjcspBW6uYsUhhG3ya7CIpN+jcW0zKG+Gc53BthSrvHg+a28aNdxvnVqL56Tka4FFIY6RG0P6WjytgfS2CIvwAkzmyzl5ixFJf7o4Of5w2OvAC24aus0H97+r/SrcON+c6NxheIGf4Urd3yaL7b28+2VvaxERaaX+nGfDlEZOJE92sn+mCR2QMOQ2+JLs1dww9B5nmqN00p9Bv0OB8JZApnyteaV1DJ7AjgbD/Pxe29h1945XjB8koO+LfJwsZBL5DOYOm4P0lnM24z02DqpyYlMjm/s92mT4wuHDNvZV2RARo66zCHSolzCzC+ikxR0jl6rXzQZW3eKTJ4J3xijrSUAgFLM/uaNuC3DuVeEDB02rFxvudD1HRK3Ba0txkJvjsFpWLGbcQVGGrJKL5RaaFTDYewVF1j+1Gby1TX7O28+RHvAt46IxuAuWmxZdzrWqKxUtAXfGE78zQ3ccc0RnlpdxcwO0E499v1RnXVtrjywG33kGMDGAFk4DiLwUUrB1BzG9yFJ0UsrG1RT1VdFeB5R1XouAaiuJJwXJBVQsbCwQ6SQpZT8ZAm9o0vx7gJZUdENAxuSAfgNyxDTDvjNnHjQpzDfQUSX19QsLRncpi3qMgenZeEmJ+rN07BfdxcvdtNpCZIKJFWrKF14foBTM6xcpxk4LGlNSvxVQ1q2xbSxzSFY0cgcvHpqIRfXvkZJ2UJexTlNNKBYucKhOAvBfJtorMjidYq0rBEaK17qWpOzLBTU9ri4TUPlQoLbzJm/0Sce1Hg1CZQQHRg+HCOTHKSgOywon9dEgxK3AUKbDb49QDitMML+vcGSYPCpiKTq0NzskFQNA8Uu2kjrmdUd5PDSBOPlBmvJRQPBUbfBXWt7uHXkLJ994lrGwwb9bpuSEzOT9LPYLOFITeCltCKfQn+XbiOA5NmbD/9QFPr/vvpcApmyxVsh6FkC9KkWm90VhtVFi9XIKAKRM58X0UZyONrCSlqkm7sUVMrRhTF2DK1QLXeoJSE7x5aYXuujMNQhiV2KlYhux984ZpHakAHl5OwYXqGbufR5XY50N7O8UOF1N93P2wbvBSQtHbGmMwIhSHuFyRWCUAhuD4+z01vkt/7hlwlSrOlSAklJ4A230VqQrgYII/j89CGkMNw5tZfBYoc91UX63C5fXLyKduahhObCaj/dtQAyycSOZX589CleUDzGLjcnNb3EJgQlGdDRdoio0bjCJTWWd98vbdcem4x+FVKCDchGIgmlh0KSmpyuSSgIj4aOuJz+ldm5C5d0w+Kin42WqHLxGaZjolyycXuBb8VQWMXp4NGU4mNTLL94O61JiXFSavtcKmcM9V22wKSDGbKpSCsaGQtUBFnJOgv2jTdYWykx8IDLKXeSLedTnIlxuntH0a7EbWY4jYi86MHiCibPN2Ak3emgn3s1vHuFrfkSR1bHSXOFW0jxnYz81IyNGUxSm+a0zh4ScmNDM+2O3eiMhvWIwd7zoyoV8H1aV21Cu9YbRitBXrADyywQGGVQMei2Y0WAyp5Wc1/g1aEzIBF+jpr18Ro5bisjqTpoR1Co2Sxb2b68NsV9J+gVTqwYLIXchaR8sYtHQjQE2tV2swK8hl0bYSCYdhl5LGPlgNPbAAyVsxq/Dms7FX7NkJQFhVVN0medP1UnIx7yyT1hNSCu3XT8miBc0Mw/t4/2pl7z1hI4HYH2welcPFUIbVla8zf6lKc0xTlDYUmQFSAt2kjKtKzwV3KMFBSWDEYKwkVNWhBkRfvMFWcMKrGvQ1DTFGciZKrpjhZY3e+Qlgx6q33d59tl2pnHaKFJlDpIrFttnDs00j4GnDZ9bte6vArDQreMLkuGnBb31HahtaBeL5KU7TE27loFroh+xAr9V87vpxzElL2YkhuzNVzl5wfuY7ur+XZ3FIC29mnmlr2y7hA55tTZVlkmFDHn0mEm9tW4b3UHr9hyhHuXdzBV62PP8BKrUYjblxNnzsbAJBZgXM3IUIO+oMuu8hIFlfKf+u/lD6ZegV+O+fn++6lKbwPXHlfeRkc9l7VwhaQqCwwpKMsV3vJzX+Kj73tZz+BJkJYFUhrSxIFAYzLB/PlBBibW2FRp0Ex8vju1g27LRy76eHWxYZG69bmzHOif57rSOW4PTzGqPEJZ2MDZ1/3rfeGghNwo2ha6UUgEofTwjcPptMVOt0RLx1RksPE3pCanpiNcBIXLdrC/eMkwtMrRjQDtHDkwCCOD6NPnL0I2WQbrIqYoAqnshpBm+F99lDN/cBPDj2csvSSjcDwgWDHUd0O8OaZYjTCRS+5oyAWm4VjseDxmqNpme98Kp6Vm9xuXOfmPe/FXItLNg8T9DkYJslAiB1xUpNGHtuGudlHtyHLitYb7j8C79nPqTQGykBGECdVyF//1EbnO0QlgNPnxM8hDe5Hn58jrjQ3vGx3ZN+f6JrDhh1MqweQYyWiJ3L8IReVl8OoW4oj72TDC0y4IqXHXBKkOaG/WTNylWcldokMZAlj7lSYjfx5QPNtA1tuglPXOl5XLuq6VswlJn0Pu2XuL+iXxpCHtywmnnA1PKBXDenqTkbbA5r5VmKtYMPWanPBph/ak7ahzT7B8DfgrVsznNSApSpRncNq2w26NKxsD2G+QO1qk9YDCkg0Ej/stbm56AsfEgMgE8QB4a9Ky63rD1GAFVq8Q7P7AWdJto7QnA5qbFZu/ZqxPvBKgDX0nY9Z2+5YJ1TUUljVuS1OYa6NWW5Ck4Dq0D47S2uTQGRXEQxozkFAO443Y0jRXLHVLdDs+wUhKZiSdpICncjraY7rTR8mNuXr7FE88sIt7bsh43fiDlJ2Y9131GX7t/p+js1BEtRW4BvoTdKD/g1V65vVDUehfsvk4sXapOF3eNHAvH1i+jb9avJ125pEZiTYCR2qqbpeSikmNwhU5ORJX5KRG4cuM55ePsXd8jo/MPYedlWVeMf4436vt4nhjhE39dXIjKPoJuSsZKrcpeTFSGA5VZ1jLQrb483yucQ2PHt5JYVOLzY5ECcFy3ibs4eEKsWFRkBrNXNbia50dPNy8iYrTRVo9BbmyD3ucSWuF3FMAilywdnqARjy4Mbxy6B3RHRAJDNw6zxX9c+woLLHNW6IoxSXMG4fU5HRMQlUUaOiIfhVudOq5sR2NEnJjUDuq7DKvw0+pyZEIJAJfSI4kPtf7+TPgqctx7bwrp5FVeGp5jJHfV+gnjllsfHnFfsMPynvtfTT64teqpzSzP5NQfiiktVWTHIhR5wJkzSX2cwTgBpl9TioxvpdRDmKuHpzhTGuQ2tl+Hlwps+eRBvFQgdYmF69tCFYznGaK04gQ9dbGUNY0mhZjT2xH7MzXUM1Jci1IHY32UjtchksM2HL04aMX/3ipLjpxwoZOwOQ5slBABAFZtUAWKBuAndoOVsWGvCDwWhqvoch7s3jtCZJEIQu2SKb9OWs7bFFl3icrarrH+nBWaiDBRDF6dQ01UCLp8y/rut78XquNOLw2yckHt1I9aRg4atBKITONzCD3LVyyDkcZad8PAMGq5dunFY+JOy4w+7UttLfkBI9oBo44ZAUL4cjMPstJSRDv8ciDnkVBv/163PIpHXcZvb9Ndzyguy1BNhzcNdkzHbMBJMZKZ5A5VkPTMjhdq9LNFpZwPRevMkqwIskDay2xnivvtFOGDqc2lzbNkV3LKBKdXjPgOrSuHKM5qYj7rDeOLmW4bs8uQxiU1DRjj1I5Jk8ks60qvpNhTdFj6lmBqhfRzjw2FRocmezQzVxORaPsDJf49PINOG5OIl0QBn9F0i1JnMqzz3j+oSj0Xe0x4LZJjeJXTv4cceYwVGgTOClFJ6HsRMTaYZNfJ9YOFRkxG1fRRpIZ252uxEUeXd1MJ3W5YmCObu7yqanruWP8aY64YwBsrdToZB59XoeKE6MReDJjxGuQIznoz/DF7tVs3TfPB3Z/ioLwiE3GkCpuDDHruktJKEKpOJ46nEzGWMrKDHotnqxvIhoSFBYt59ZE0IwdiBX0Ok4bpGAf/HXGwvrXEIY8gH19i+woLPHc4nH6pM2dreuIfllAY3CFoioK5EbjC7uE6zYJofSITUpkMqrSAjHfP5B1heKfm/28NJwhxxAZl690KgyrBs+7jOuqETw6t5nJ94B+/KmNTn2dcy48D1wHEQS2u3cc8qVly3k1VpQkHIf+zz/J4PcGOfe6EH9JUn3QZ+FWjWrb8PfhaguATaU6jtAUncRuusLYLOGCxp33aOxyCWoZTmRwOlZC765pm1OapnaGkNg3zzobSNxwJfnh4zjtzchYYRohq4MuQ52T/z5FFP6tdXHvEp4Hu7duLL2KNXnBRsmt6wEKCwZ/LSXqk3YondnhKk0XmdpnSHYlaQXK5w1eQ7B6jcarCdLhEP/pGXB7gsNHn8a/zH70jazAXdM7KVIYBecAACAASURBVH26wmiiyXxBFgrSUCBzmxG73sHLxJ5G1sVH69YCfs0w+ISh8dgk7efkYGDlgEvxhYt07x9B5NCesOZoWbH3i43ls+v+lOCsTz7eS2XbF7K2F0RLIGNBVjY4TSuCctoCp2OHoyK3MFNWgNakYOSxFGd0mGxqFn92gWD/DquoFWysqXYkMslQXUsPNsquh3HXU68S2mO2yEej2tojaEHa8hDSUAojHKkRwjBTr0KsiDL7s6m2EaftzKcWh3gqs3VusM5srcpXkgO8bee3ub+2HaU0IranEpFB4bxHfgk55P/t+qEo9IeKUzzQ2MH9U9u4efM5RvwmmZb4MsOXGUpo8l6ARdjTL4/5jV4wcW6DEMrQygMmvVUCkfLuJ36SNx+4h3PREDeNX0AKzSa/vvH/AluISiqik/vcUXmSrzQO8fmnr+I3r/kWh7yAz7Yq/N3086w3jlZoIyi6CYeqM4x7a8TaZSbuYykpcUPlPHcMHeXo69d4YnWC1qfH7RvSMeSeRihtrXqlQHZ6YotEIFJhRWGqxxqJBX1uh01ujXPpEDcHMzS1PUmWe7436927KxSfaW7i9eXFHhMnAwOh9HBQG5YKSkg+3RrkZ8u1jS7/VaVF9n/+7dz5k++jrX3W8pCpZPCyFvpjv3cFk986bAu27/e8a7ho8xvHPc766kX74UusiYVSyDCkccd+5l8dM9y/gPrQEOZNS5hzQ+RjMVsG17iyf5YRtwmAK7ONwf3jtQlcldP3uMvo9+pEY9ZPpPLJ+5HlsuXEG42+1Ie+x6Ff78bNw0dASLb+l/tov+YmansVen1YfGmR/wG5tJdm26779AjPg+NnYc82kNZTXeQKoS1cIwxoJVDtFLfjYRxbpGQOWSgtXTSBvGM9WAa/eIz6S/biLSv6TuUs3BCw6a5lnJEhC5dJ9UzHzctw3f8319K3ogmWIuq7CuQeG90z0lIQEaAiW+RlhhUa9Q4W2jfEA5D0G/ZdMUVFS2of3UzzJ5u07hohnswxhdx284MKI4ylRqfSJrt1HK77saN878huNn23xfzNJYwyjN0LhaWEPJCoyMYN5r6kNeFsDImFNoRLhsIKxBUF126mO7Cdvo8/iFxYRY4UQQq0r1CRvQektKZqaW7DyLFfwxhM4JG7giw0OE1BMqQ3GjidS7JcUc8cTE8l69YU9f4ClLqkmQ1KClSGRlCPC2gj6PO7rN6/ifrNcCoaZbpe5Y7tx3jyr6/i7CtcW0MSyzB7ttcPRaEHcIRmoNzmqZUxzrqDbK+sUFQJUmgyo5ju9HFqaYgrxub44NYvEPY44K5QpCanpWOOpgEreYnj8Tg3TJ5nnz+HK3K2eUs81tmGK3IWE8tHPRjOcDYe5tbwJN9oXsE3Gwf57NFr+PitH+IG3w5cfzxc5jX7vgTAgQ++1ZobKThS3IYajtgyssorxx/n2tJ5BlWLlbxEN/e4enCa8K1n+NR3buUZS2EEIrLMELTAbUq0Yzbk71pa3LniRDR0gW3uEofjEQZVi9Q4NHWbTSqlJP2Ngv3eD/0Mr3/7f9vo7rsm2Sjw6zz61OT83kOv5BW3/Q0dkxIIRVNnqKbkVf/1nfz6r3yeEafBie7YZV1T985HLh5a0t65/RIOOjpnI8Rb58hD+4jGS2RFZTfJnjOhX8vY9ec5K1eM0Nwt2FVoo7cKdlZXeGhqC1HmMFxoU3JjtoUrPLSylem1Kp6Tk9w/wOYHmqwdLNMZlXh1Q+HVN+HXUlQ3gwefesY9bNzbpbGGvY/Fzz1M0Wimfv8WLubQXlLs13/mkgH0pRuHcKxRmxACTl3A2b4ZtEZ1U5L+AO1La4VdkPDgk5Tcq4kHPCvmqWtEriytz0A4a20TMJpwNmK86WIcgb9qEFKQLVgBnrVzvryF3m33MPA+D7+hrS6grHAig3Yt7KQijdvMiIY8Zl+TUAgTCm6KMYJu7G0IE48/tgUEuDthqNxmZo9P/3CTxol+1OYOSe5DJhjdXGP1iWG8TS06syUe+O5+Jh7QnH5NETZ1yRPJ3O0SEbmoWLDnL3uBMlIQniuQDheJ+1w6w4q4YtfO6RrcjoWIam+8kf5jbbKiQiYGIUD28mm1p+zgvpsiMo0OfWSUgJTEoyU7PI/txuvWFHnYE1V1FY3QRXg5QhlSN2fnP69x7M1lVhLLtdep5EQ2zER/nTRXNFpVQjelfCFnbnvIJ/T1uG7OXdO7GIpz9v+f05z/TztJS4Zg5Ues0N9d24Mjc24ePse2YIXlrMSF7gD3zW+ldq6fcFohDHzsLX/BVielKoMNzLqjbcELpcv1fs53o5gDwQwAf37+JQwGbcqDXfYEc1RkRBIoptJB9nlzjDl1jsWbiLWN3jt+24dZBxXTHgVxXZh09K0f5MBfv9VyZVPQCwFnl8d5/6kxtu1c4LUTj3JbeILdI/M81N3B15YO8uLnPM7XjxwkKMdELQ+UwYQ5IlK4Lcu7NcogMqv4Fbmgf7DFdNRPIFP6VJvVrERqHMqyS1nmnMx8tjkRbW2IMssJvpB16JOSHIMGcpMxpC6SJV2hGBls8JIjP8t/3fvP7HJzlBDcfvth7v3MNbzvsz/FdS88xlWV6cu7sJcmPCkB9HDrSy0RsIPK+EVXk1TsOgsNKtGgrRPi6n6fynkHv6EBSfPdk7Su87nvqgqVcpfrhqb46skDKEezNFCi6Mbox6vkbZi4v8Ps88uWO51clLbnviIadCk9ojCXhomvF+pLjdeMsYPlbheMYev7Hyd7ziHU/U9h0kvjCnt2xpd2+r1NRAYBOooQQiKqJfRanfauKuUnFsjGyvhLHbKK9cbxGnZTdJaaiLxI3gvAzn2ByK0KtDtszbhwHOR3DxPu2k7r4DB9p+KL7B961hHusw+RfjaXMJbCGVcU0aDA6Uj8hiFYyQjm28jFGiZNOfnbexBb25SClNBPaMceUeTaIupoGIoRMwHaMSR9mrVvj+Ff17TMpq1t9o4sstZf4PyFIUaKLfSVgvZ3h2Eip7AgqL+hiZdL4si1gsUe/JkNp8y+fAubvjoLaQZZjrvYwl2E8IJHc1eJzqgiGhZ0Rx3CeYvZL15bwu0Y3LbGbWvSsoOK7bPhrkZWYetIZJShAw8Zp3RGXcuKctko+Nq1p5t0LEWuOegiGNeQtFzE+fO4jQOk64+/gQhYdotoI+gPu0SZHXRPfMswd2tIsKvO2nKJ/CaPyacSNn91jflb+4gHn/2aPXt+zv+P1xtH7+XVQ4/iy4x7art4pLaFB750Jck9Q1SPKZJ+w0fe8hfscDJcYSELK/JxUcIOFQEkkmu9Ji8I1ghExqH+GY6tjBDIlKe6kzze3UJTF3hJ8RgJirube3lJ8RRvHbyXvRXbAcUm24BBlJCEwjJccqN58M3vB+xwZ71VF7ng/NFx3v/1n+Dld/0an1i9hZsLp9kS1liKSqgVl+xMCbeQIj17FFQdiVbYQAPfkFVztG8wAqqFiMxIpqIBTkTjpMZhKh0gRXEs6adPJqzkAiXgJ774doyCM1mV46lPZAxLuWQ2t2/slo6Yzlos521W1kosHBlhKS9zNpWcTAuM+Q1kAt6a4Ikv7OdLs1dc1nWVYdjragVT77yR4399Dc7khP2Pl6pLt23GKIFfyyhOd3EbGVkgifsVQhuGHo9xGxluW5NUBGdf6RAsG3aML1MOYr7+5et5wY5T/OTOI2gET39zN2PPmyGpQFZQpEVLsSvOabyWfZ21IwiWU8SBncgr9z7zxn8A5q6jHsxkWz1WfrvD8i9cR37btc/08QH7fVL1vtd+3ICC0gTdo4+Wn1gAIfCm1wBQnQRvNdrwws9PnEYdPYdb6+JN1fAaOSoxFJYyBo6mhAs5umk93M30HG4zx13u2AD2S+/p+5O6/j9ezUlJc4vdlP01w9pBTf8jy4RH5xHzK5iBKqd/Yw95SWO0pBu5zF8YIIpcioWEoWoLpTQ6E+RjMcHWJibQdCZywm+VuGZsGtfNOPLgDpaaRW7Yd5anLoyzenSIyRdfoLq5TmHJvtZRy7de8BpEajFsuebS3KE5/QubLsJnUtpZjITK03VGv1dn+HCC24TGdhtv6HYMa/sgC3pwj+w5cNZjUALtORhXkVUDUALj9GYrubG++zU7AFaxdb30p11LwIgURJKdn8oQQUBhQeCtKGRX4rQUpuuQ5ormWsiF2UGW6yWc2FB5ZBYVCeLEQbSt+ZoIC4ipeca/sUBp6tmLXX8olLG/8OAvGYB25vHUl/eiYjuwUZHhp95yFy8sWzaDQpMj2eG0mHRKfLw5yEJaZZNb46XhDCXp87Jjr+TWoTO8qPwUkXZZzUvcWTvI1eUpPn7+Bn584iinO0NMBms8UZ/gYzs/S78K+WhjiNeXFzeER8DG5+t0xHVsfN+nfw2RQx5qix16GpMLu6Aa0MLaK4QZ/rECA8dyjBLMvSyFtg1D0aXcfq9kgw9rlGFoyxqOyhksdNhVXsIVObF22BysojCkRiGF5u8/81JU70Subq7xlj13s8NbZDUvEcqYQdUiEBlNbQdxb/rMm0GA3hTxnJ2nObI0zr7BRR6+ex/+irBdmgtH//jySeU/cuIWo4TBFRn/+GMvJDtzbgPOsHz6nt1B73Nn22aSTX2oh57GxLYzzZ57iHjAJfz8w5ibruDsK0P8muVjYyDph74TmrXdEq8OwYohWMtZOuQQ7+uy9+0XqN2xG9FrvN32xaLntu1MQ3VSkALuf+IidAP/xu9m/XNn2xbO/lkF8Yg1l9r0Z/c9A49/Bkb/A2yZheOCFBdN0vyLebLr3j5Gm43XZR1+UQf3kvUVkJ0UkeakQyHqO49u3K6zYxvZuakfODu4U3/6sq3rz9z3ZqONoOpGzLzMh4E+a2amNfM/sZVo6JJfZWwIie5PCc5Z5a52Id3T5ebtZ5n/3R3M3BYwfMsci/USSeSi5nyyoZS+xzwaO3vUy4Jh/N4c7zfnuGP0KP/y/jtYvjW177keo824GpFJRCzQBY1IBUjY85G29ecvuCAlWdEOMZ22ZdPoQJF7kmjAob5LsvlOO9xP+nycls030IH9PUYKVDdDGIN2Fa1J354QPUunXs/N1a7VFsjM3tvmr64hF1ZBSpo3TFLb5ZBWDE5bEA0Z8mKOjC1bKKvk7P5YgrPUpLV/kKWrHErThtyD4cNtnOmV3qlT85WpD/zoKGMLKqWRBjx0dAfVlhUhCAH9r51hq7+MNpJApMznVZ4bLHA8DfmXxg6ebo9zXfkcP16c5R0zL+Huczv5uX0P866hx8mNQYmU70aa3x//Kp9rHuJXd9zNAX+G4b6YYeXgjih8EfKfZ2/g14e/Q0MLQukiUb2O3ipNgR4Gbj9/6XMO48mML588QLZcwLgapIFiBk0H42swAp1am1wn0uSexKQWgzVO703oGkjFBu9XFDKi1MEkLsYItBF0Uo/d1SWebE7Q53aJtcOd9x8i7PZYDSk0pyuc3jKyUdQHVJvUOBSlDVlu6ABvTZBWDf8PdW8ebGt2nvX91vBNezr7zOeOPd6eB40tuWUsWwgsG7BNGBzbKZMABoOLJKTKqUpIBaiiSJEUgQLHJJAigG0mETBYGEvYsmXNarWkbqmH29Odzz3z2fP+prVW/ni/s89tU6lqkvuH9FXdul19z9777O9b613v+7zP+zx+FPH1nfMUecT1eJlq2ZEcWdksd/nMb+uSqY/5K//4J7jn1vPyP5tD80Rr/sRNyjzyIOFoiP7cVUikaxfe8yj2cy9ijcArw0stNp8TXZLW9pzXf6zN8kuK4X2a3lsiOnXup97g1U9dItsLXPxr36R+5nE6twrKboTygvn7SOiMVduSHBWoymMGE/7sG6+S+5i/+td/go1feAE/nzfBlgWco9OU7R88j3MTYicJic6yUzOTOwM+LF7j83wR+INzqKDwDcPHleVC7mExWHaHdLIvBE5Ss5xoXoikRLdNfPMYd0cvwV2/eXo4Ke56Jn9ylc7gg+bFv/sUa/GVxbIZv+88LlVEY5r+AczPeKKJInsjIRio21A9PKP95RZ7P3cPt78vhcfH3LixiskcDCJ+6KNf5l9+5X2MHvT41FOslvzuhy/zwlNn2Tvq8yt/+3dz9OGAOY7wiTRd9Vzjmn3lM48utAjYTRVrf+sml482MP+kS//lMS7RBK2oM0M8LNGFSCtUbYWZgxnORelytVmHRuFiqeZM4QixJrhAsRKJ/k3ZTHnPBR6sOgo7E2kHXcPKKwX6eAxZClVNulsQbxp0rRbidco3B4kNRAODGef4dkoyqOjcMMTTQJUpOXxua5HFPhk4fAfXt0WgH5QZL+1vkV2LKPpQbDrue/g2/829n2JVT7larXHoOnykdZm/tv/dvDLa4l39m/zFM5+krTTv/9xP82OPPs+//66f54zJJDgr+B/2nuRn175CR7X4yaVvsmbaVEGjEb74sZ+TmIgn2rdY14rLVcJfvPLDfPLRT9BSp7jmncJhE5/z4uFZDkZt6sISHWvS1xNMGZhvKlwa0IVMLcpwiGQBygcZ6IlFW0dFnlBriAI6qvGVwewk0MsJAaZFTOU0RRURGUdial4frLP75hrt62bRwHUpJPuG3aLLoGrRtgVX/Dr3ZfscV21mPmYjGi+waRUUk2P5/tNWjMpqwC4W3N28HIq/9Mk/zKW//AVJuu4QKhMWjidUJSpJcK+8vnid2dqgOreC+sILBKVQ73qE4SMd4olH+UD2r7/C7EeeYe0bisHDsrlcApOL8OqnLuEy2WTBB44ea7H2D5+nZTTzjzyJmTviw5KqnxIPSsykQM0KwmDE68UWE5fyoZ/6Ks//wQvsHvWw1hHHNbNZsrCO668cUg9bJE22prIUGmGzOy/dauHzgvn3PUnya41B94kUsw+gNKYjWjjBvV3R8+2yyfJzbnsHc2YTv7sPu/uQZW9TAj05KN7WVP6dB89duOpguPlP7mPri7v41T6ulzC5mDE9o4VKOZM/ZQ/6ryrSI9F4P3yPQ/cqHv5LY3Y+kvH6H0tYOXfAvIhJlwpWPt4m/qnb/JvLT7F8bkgS1ewfd3nozB6XBxsspTlVbSi6HVjLWf/VhGgWuPlRGYSKD0+kD4RmSdPveWl/i/Ekw323J19dYvMrE/L1lPE5Q9ARpgikQy/r/wTMVo2yZXpa4SkvYmZFXwa0TiZtlRfappo0B00u8G5yHGjvVKQv34I0kWcRWezhBOVamEIsFpNDRdkPxAMFyJSuyitCWz47OxJEwObgUoFCiYwM9L3D69si0M/qmOqryxSrHr2Vs7Y05Y9f+DxTn3CjXOWo7vBs+3X+p9sfY1C2+MjaZf5U/2U++JU/zVOb2/yfz/wj3hPnRCpp4BXFH7v2EX7x3t9i2NyLVBlc8G+DYlIlFMR7o30SZflgavhd629w3y//KZ77A3+DZZ0tjD/A8GY1Yewjfs+ZV/mlr3+YuBJ82+bywNJ9qLqKqhMoVoUOnhxLkA9aQeRZ2RgxyxPK3KIiR/AKXxru/6XA+AIM7rHUpcXGNdNxSpxWbA96FEVE8Ip0xwhNreHiy4i84lv7Z9jqjpnXEevZBKsc2/MlWrZkXKUyOq+l+UsAdGA6S5ppQakMvPl/e0L/365/cOtDXPqvv7yAKE7ofii1GEZSUSyZSROMzKOXqF9+DXVjG2UtR//Z+7F5oLVXY2Y1+nPfoPh97+f4kmiJnHinTi4IX9rMpW9i5wH3PU8zuQjt738X6a8+T/KrzxG+62nM0USMO7JEMuXpHF8U/JO/9gPYH99lkidMp6nIWicKaz33bR6ynMzwQdGyJZ8fPiDPwMDwI5fof+EG7uBwwcNHaVS3w9GPPi3KiQ37ZmGf2MAybjxGZxlhPn87xPM7vGoXevjN76rimLCoIvx/ENCVVoT6d0BHd+n65qsXePSzRxQXlptgqJmvSbWajIUmnK8olt7yeAvjC4bRYxUP/72c/fd0eOsnMswTQzo6cLTbQ6eOjV9NGP/4kJWgePTcDvuzNqNZyoNb+8yqmGkZkdcWrT2DR6DXm3PwdMqZL8Kj/+sOr/2Zs+Ah3TPUbanuTA52ppi/sEySi4ZONA7k6ymqDqTHgeH9MjmLVgQV6F6RQBqMYrZuUCuGZOhJBjUu1fhIBtxarx1D7Ri8Z4No5kX6OAidM5oJHRYge+sIThRaIyvrraxIhp6qpRvtHABFMpAE5QSS9anFm9M2qiklzoTIyt7R32ESCDdGSyTvP6IYZ3in+PF7n6Or53x69BiPZLd5c7bOZ/Yv8V+c/zw3qhV2qx55cPzW+/8uyzprDLVFnuBPXPs91EHzD+/9JC4YlnRGESo6OuWlcs4jUbJQfsxUjG8Kz0RZilDxs6vfZPl7p3z453+W6ukJr33PP+K1agqU/PzB99IxBS8Oz7H2gixobwPxyBNNa3yk2X8qplxzRP0cvCYMW03DBpa+EVNFa7hnJoRRzPKLmuXLBSYv8Ymhd71gFjuqaUxVSNlYAmFqiY8M+o6OvotFWlk5mRYcv7oCj8B0nrAfdXjdrKO1Z7Mz4ZVXzhNlYYEfnoghVaVG1foUsrnbMgg/PDmFJEAWeWQJRbH4kRMfVrO2jDs8Qs0L7NYm8yfO4xPdUN4iot/+JgCjH/0gwwfEdLp9Uyhy65++wc4PXpApSAPZYeNotBZhp5KZqfc+hppX+C++gLMW9fgl/IuvYtbWqA8OIAR6b825/rxIbigD7YHCTsElGYPvrXh27S3OxcdUwfAF/YB8AQ/b3xfYf+89XPjUGeys4vDxNj6GE3XHoME8+iDulTcW+j7B6wX2vjgcmnv0tiDfiLyFuiY4J5PFJ/BXWd7x83fo/Qe36H/c7SAPcO5TmsmlJexMDD8mZ8TpKzvwlB1FMgr0rgdGFzU2l4atPbK8/mNtfLeW4cGDFlGv5OIvC5Pl1h8uOJflTMuYvVGHIo/oPJfx5gcilPZoHXC1wTsFbUlSgg3sv8sy2zjLpb/yEvkzl7jx0Zj0UPZE51agzgLFshhqu9RSdSzpQY7ZH9KuHfP1e5g/UrC2NqaoLPr1PkELTBM0rH5zyuBSGzvXtN44xr91HbO2AtaCFs36eCL9xKBF68dWkB6VRPvTJvu2hLgZbvJihNK5NmN8fxtdB3StiMcnJAHo3qzxvYxgRUPfFCcqoE2S1hzoofXOB+G+LQL9aNyinkZQKX74A1/jbHTMP937AHXQfHb7fvpZzu/b+hb/+7UP88nHP45GM/GKZdNaiHpZBff/qz+NmWpe/omfI2omReFUn33gE2ocVUN5s40mzCeHT/J7W19j7ks6OuW96VWe/v2v8NLHH+Xdn/2zPPzjr/JoZ4ejssUnrjzB5i+ntPZLVOVxqSGaVDIarRTRJMJMNJVKULUsdGksO+Kxwc4Dy7+UYuair61CICglQxCFo/Wve0y/y0HkxV0+t2x+TnP8iMjumlzh48a8OIDXssDsRDGaZCLBDDIurwNvTDLiY5G/RSFO9bUcEHiFKuQQkmnAu/xgsxSaYR2zuoKfTP/DoNbAFMWTF0m+WkBVM333RZLDHOU8LouwvyF8/PGPfpDh/ZrWTmD4IKx+K2DzQHnPGqYAU8hofDz22KlDl47J2RZVW5Gvp8THGn0SNF94BZUk+ONjdJaBMRw+ktFqDLaCFkeqZCQ35fZhh+trK1Te4ND4Wu6bApQXeuytDydEEzEl1+508wcDux9aQT37DBsff5ngPLrXZef338Pa//HFtx2EwpI5Cc4NjNP8+4lOjkg512+ncJ7IOjcQ0EJ58+R97+JlioCuPGZWM3gyw1tF75p4A/SuS+Y7umA48/kpr/9kgqoV0UDjtirUMEJ5g888l/78DqHb5vJfXGJ9ZczOUY/Hzu7wzeOzhFHM7FxAaY+rDVWlodLgFK09Tb6qCXGg6opLV/7MJdJvXOXBL8zZ//GnRd4gFaG4rU9cwx8PROpguQ/znDCbE8qSeHgRRhH7vgeFYbUE5RyUwp4xb96m/5UjlDG4ugKl8ZMpeqlHyEtWXxiy/74l2rvy/U0VaN2ai9Jmc4U0lgGrqgZrwHnMcI6dZ6JtpWQvB63Qo0A0qnDtSLL5E/WUOggyYO4YxDPfYRl9PYpRhUavFRwUHf7SlT+A1oEij3j47C4fWbvM/ckev/XEL3O9LoiArrYLow2jFI/+ws9ggZ/6/Z8iaiCZEzmAoS+5Wsc8kwSqEBbTpUe+IFWa1ycbC9XH2/WEPPTYSMe8hGzSVz7+CN/MHpFfds0TD8VNR1cy7KLzWsSNQqB3vU3QEXVbi8lwKQ5CwTZuQo2npgrI9B4I4yOAjw3dmyXj2wnlkqd/OaJ7vaZuBXGtDyemFJIp+obmqZwEHVcYKDVlZdCRwylgP0E32uAEhCVU6gWEkwyFcha0YI139VrtE/YbhsBKn3A8vCPr9CgboYxm/n1P0vraNYJz1BfWaL1+gJoXVPduoD/3DQDsmS3yFUVrJ5CvqSab93RfOmD3ezdIhmIS7iNFPBIfUz2rcGlLJktLj90fweoKrhkmCmWJspE0UpVQ7OJxaAa15LmZQhq4rVdSPhMeor8yIbYOxpFUdJE00ELZ7FZExEs2ZnNfnayjo2dK6vTxZhQ/kK+ot3He/wPjk+bvhTmLc8LQaWSff6dZyqm2jsedaPHou4zHAcoF0arpRhBg5XKJNwKhlT1D0ZUm5Ot/MiK9Lv2fsu+x2+LcVp0refRnr0M74/b3b5GkI/YPu6yvjnllZ5MwjOl/S1N9/5DJUQvVCJHpifjv2ini1RoUuhZK4/RMTPqCRrUyNn7lTembaLEzDHUtz3gGDEdvu9erXzsinvZxcUSxJFPqal7gW13B+O1J/+MURvPTGbrXRSmFOhhSLvVRztC9VZFePaY8t9QwdDQqUkLr9B5sDC6gaid6OV7WSTQNMvXsAslRjQrgrER4b0X/6OSKRhXE9/pBowAAIABJREFUkfSuvtMw+vUvCkc0nsR8/vc+BDZgWjXrKyNeevMcf/u+j3PeZnwph1RFvCtJeKWccY/V/PFrH+PFf/cIbsXz5Huv8LMrby4OgJkvZVjItPld/+DPcPlP/B2q4BZBHS3c+7cOV3ntnpIV7cgDvFqcYdnOKHsQD1kE1roNZqa49oOWBz4uGZUezVG1I8QR9UobHymyQ08YQNGTBa9qj4+0sGRqmcQTkSXJ5tGgK/kZ5QM+Cpz5fCA9LFEuMHgwE30NS4O1n/w5yegCaMXDP5fzxn/aw7c8Ptdkty1VO+CTgC7FfpFSLxg2OtcCd+gmo7/L0M1rf2IFO1kjHsG5Xz9eMFBCCOADutehePo+0l9/QTSknn4I8/XLBK3xZYnavr0IeKMP3rNofGX7gtkHI1xz9eEN0uOaZHdKiC16MEXNhUueHizT2s4x0wL2DlEr/dNf8IRj3hw8m3/7C0z+yAfElm7mUU4yqPmaaI6b3ZjBcJnQqzC5MHeCUmB9o4GvFgfmiWDdQlQLEV6rugnJcQAPswdL9FLv1LXqzusOimb1PU8TjQqRTNgdoMuK+vbO6c+cQD13vrZR5RKs/u7q0cfDEjOrULf2qdv3C+QQK4olw8qLQ67+UJ+q52m9GRMUlGue1rbGZbD+9ZruV2/jN1c5fPcygycrosqgTWDvoAdjIVKc+eQ2Vz7aFRvRqSZYqWaDEgPv0SgmmipMKYezO+FOqIaRUtXSgzEaf3ETPRydMp+aS6cp/rUrtF6S3lHvPY8yO9ciTKaoXkt6MGV5en9PYDDvCLPGQMYa8tXAmc9PsbeOCGXJ7g9tsvnVXAJ8aJK8WjB3VTiUt1DVtL/4JpMPPUDV0kSzJoGsPC4RcbigZI2dPFNTetHJD4GQRVC+8+f6bRHoWwc1ugrYScWD/1Rz7QdS6shzNGrzoUffoELxlUIx8C0+ls24Uk0wSvHEb/w02asprhOIzk/5Zw9+gpkPCw32E4jmqa/8mGCmQIVj5h0OMEAFzCYJVdBsO0PVANmFt6w+u8P417bEK7IRITsJ+sMHMla/ftxoXtT4VoLLLHUqk4uqlvJdV7LxdeWl4WkV3qimtPOi0NcEPuUCZT9qsF0pj32sm6k7abo2Mj0ytEVD73OKpTc85nDMw//beGHVtv/eDmW/ySytBBdVK/CgKy3B38p73HV8HmhfF2nXeBIYPLbEyt6WBKgTdsnWOtHnv0Vwjuqj7yb90mu4orgj65dAFp59GuUDnW3H+Lyhc9th5w77uW9JAJ0Gkp0JXLmFVooQghwUxtC+fQaXWexLVwQrHQzlsHHC+Flg2QBKhrZcavCRwrhA1TGUXVElVF5kg+tEtGnkNTRsKsFevZVK66RfcCJYV3UVIUijTVfyOpM6WF6Cw6PT3+F3qHjqpx9FV55iNaVuGeZPdzA59H9hRz7evF0lc/H6O4e37vIVXT/AHw9w0yntf7FP+K6nsVNFNDEMHu3ho0BrWxM0TB6saV0Xlc17/9Ux+nAEkSU/12HvWScCYIOE9qY4sOlScekfjaGqKYuIaKgxs4Zp0sCVdu6xA9kA0Rh8pLBVYPbMvbS+/BaqfYcKq/NQe1S3KxLYd94npEcESKO8cot5Cxr9eha6RqcDfnf2PUKWyKE/rwh5gUoT6jaUfYsdNr0oJ8F+8ZrIoKdz6oNDsl8Z0I4j9NoqxSXxSNDO443GFG4xCa3qExKFEuqnVhC/8/D9bTEZq6sgGavR5Ksx3Dul259R7WX8qa3fomqi27PJEb+VR+y6jM/OHiB9LaVuB8plx0fuex2LoeJUbjdSBo+n/uoy0UQx8yVj7+hqy7W6xZE37LsYArxUnuXfjZ/itXKTd6XX2YhHojrXZJHhJNgDBBhekhIWayRzgEaKNTTlugTWoEGXEpiknEOCg0Ygm8VNEF2N2brBzhR27pv3FLErO1OLbB6EIXPCktEFLH91jzCdQ9GwWQKsvTgX4TQnmZBqjNGVVw2MJL/HSePQ3101W+JxwM7l/iUDR72zK2Yb3mH6fcLVm4SiwN57gejfP48bjWSaFhYZqjIGnVeCTSKYazR2RIezxSaNph51+xC90seNx9LwKgpUHJHuzDCFwz12L+54SHC+yezukDpYSA0Hsm/dbIB35DAOwpjSzcy6yUWI7mQdLIS8WjV11+NjCfAnRhc00E2+Eqhzuwj0LlW4iSW/f/XtGPpJhdHMGNS9FOUD0aTGFB6Ti/yBOpk1uIOxJAvj7cNZwTl0u83dvOqbt8QhSynshfNUSzGzMwnx7pThA5p4JJ9drAW6r8t3bu0ECfJxRL3VZ3RvhB03w042MJ/GIvCXK/TVbahrXKmxE4VrBaKJ3FPbeKjEQ0U0FqVMb4VeG5RaMFw4YaRoqZjrB8/KfW3+qDv23omjWYjMaQJVlPgIykfPvy2TP1k3oa4J8zmTh/rEI9DjOcpo/HJH1ryDEGl8bMDK36HB3FVeUV9rtHiCrEc/HJFcPZQqUonjmXJioXgiyIaiGfCy4jqWfYepV6o6oEIADTe/33OuP+HWtVXioWZdz3ihOMeKmfAvJ2cxyvPPb7+P6792LyERJ6H+uREf67+40GY/cFNSZUhUJPK9mUAls1Bx4CJeKJcAuFUvs10tY7cTXpxd4NFsm08dPYFZDSKB7DXT84FsV1G3gxyoTfJULXnUvCBYoQvqyZzEe4Jp4yNNMMJLl8CuxIG+qSq8VU1ZJi42yihoMviyq0iOA2YmH+RiTXrk8ZFhdP8Jpi9ZotjMwZkv5qhSsDsS+ZC6E1F1rJSMtsHf1Wl2L83YU+xeBXXX52tO7lVQkN2e4pUWmmCSCG46z2X69a2r8vNPPSIH5MuvSSaqBHc24xxvOph5oHstx0yrRVmMEijMD4ZwfCxmH00QUv0ldF7iOjG68KgsJcznUrLfwfy5U4zMT2foSsxtlAtEs0BrD4I2Cz10Mz9lKnkLKnZk7ZJprannWhrmRi2wZeXBdT3myGLn0jB2CSS7lukW9O+EbRo/AQD/zGPSm6mh6lhcqslXFVUPpj/4Llr/+qssqJUnmfyioXtKt1wMc93tKwRmj20RFHSuzZrgJBh6uQTdK5KMtPYdS799BdotfDdjcrHVDBVB3QEqBeMEmwu8qJJYqpQgmHm0I5PbybG4bbW2cybn2pQ9SI4AJb0wFIStVZjmEFmBcJqKbX4mpXVnJh4E8tJJshB9C1YGqQBCEjPbVNStlLX6XYte0eJeO0eYTJmtG1p7XkgHSlGttogHIivtYwMnssYnDdfIwODUaeykItOry7i1HvlaTHpQEqxC1X4xzEVDlghWCz239ovk551c3xaBHuQ0Vs6zeeGY7d0+Kje4NPCJyZPsFEtcma5ysX3Mp//xM7gYfCoNntVLh/zIhRepgqWlxUpvzbS5UokEwHf/9p/DesDCL44eX8gIXC9WGFcpn3nrQc5+2fGJ0bOYP/o5El3zV7/1Mc73hwznKf5sTpmnkp1HULU9IXOk12N8J0Xl0oRVZYUqK1qHI/xqT3Dm+zsyuGOVSJ6CmEvkYCKZzPORQnlDNKkJSgasOreDaGm4gMskM+lsO4aPNrh8QIJ9abj0f+1LkK8dIUvwSy3qbsLg/oTZljB0fOIlsAfQlcLZgJ1o6tZJeS8Y/oJ+edeeKWjfyC8fjvBNIApFQajEbYngsefO8sp/f4HV5zUrf/+LzavFoSkERchiWnsldWqwL7xJmM9PM9kQSHfnbx8wAux99/Dqn9ui/4pi61O3hPGw3McfHIq42EkWdyKyBtgL5xm/5+wplKVAF5507kkPa4plsegbX9RU3dAYhoCNHevdCZFxDLwijyzFijQnW7fBOAitmuxaAoSFnV00Vsy2oP/Bp1DPv7qo8JRS1B94qtFv8eQbCfMVzXxDMX8k5+zGgOXvm5HvPYn64jcRaqWc0m/+Lx/ggf/2ucV3ksz1Lj/YO1Q552uWdOBQAeqllOxAKtn+m8Jlj8eO+LhEtTKqrSVG92UUfY2dBcqewo4Ndc+R7QrsdeGXJ4RuW7LZY4udyeERj6VKTQ8q6rZl5eWCo0cTTB5IBx7fkBVmF7u0Xy3AB0IWU65kzDciabCfTCgvFqjHF5WYuc9zvDqFRlUuicBsMzC4lLF+eAn3yuvodhvVaQuOH8dMzisu/tpMKghrmJyThvPRY4ZlnRBNGm8KTQM3voxzp9Ca7i/hL2yx9+4esy0ZnFr7ekK2X+GyaDGVWyxpeldz8c5NmorkOy3Q121DPKgIVjOeJ4SikfC08POf/d08+NBtVtMpv/mLz1C3IZpCkUL7viFPr23TMkWjMx+oqJh4eUgDr0lfyiSjB/7Wb34/f+jZr1B4y9XpKh1b4CYRszVD97rnxaEIbrWSiteubqETh680Z75Qc+OjDUUxwCM/N0MVw7dRnEIrFdeZENDjOSGyxOMM3xgU6NItdD7yVUXV0ZhCGrR2Drr0+I7Y4EVjhyo9PjV4gwxkRIreZUvVBv+eMcU0ZvPTWoI8cOJ24zox+VrEfENRrHt85lCJxxdCTdNNudy6HchXZWER1EJU7a4+1xYkA1nkbmMJdXuH4Bymv0S4eIZw+Qpm6wwv/4Ut0uUZq7/0miTKTSAJdY2KYsrVFioEWi/dxs3noDTKcCoU9rVXmntwim9f+yNn8a2K0QOWLecJ44lUEY1VoTl3hls/dIGzn9qThm4c4zb7xMOaqnkOkjFpTOHRpSc9EpPqshtRZ5Lx6xp8UCSm5kJ/QBpX1M7gAxwfdUiOUuoMdOSx06apn0lp39oNVC3YfX+H/vLToCHdmeGNlsSHgI8NdaqoOtInWF2ZcL47YCmaY/7mgGs/ekHoglXFtZ96mN5Dh+z99AfY+vtfE3aOMadm63fpspsbCxnkOj1hg0mVY3KI5l745WPPdMvQ/uwVwtoKkwsZdSY/X2fNmjOBZM+Ckn1gb+wT2hkhstzzbyuG98eYQiizdUszuiemveuwM0d7x+EjGW7qXJ+TbybUiSYkMfn5LvFRjgqB/ld3CbsHb+9lhND4+srQGiGI09hWKofYcCLPttmvs/v6ZNEjlGttlA/EX3sDLpwR3vzRlFBWkCXUiSIeyeDT+KKhe0Mx29DYaWD9S4MFRRPEGD6c32R2sc1sUzE7X6Najp2PKjY+E2OKQDKoGVwS0TabJwJT+gB30Dff0TO7a0///8c1W5dArytP+9/0yN8lMgKbz0k5vfvGBQZHgfIC5Bcq/HaESwMPrhzQj2bMXMI/33s/77vwK/S15Wtll0PX4b/78n9CcgdLxY41V6arHOZtpmUMdOm/IBoopgyM//oFDp6wmA8ck/YKnFOsfDpFlyWrL1jmG4psL6BHMyndkpiQxWJGUDvBB4sSilIo60VjKtEwaryFqhuoOpJZi05G87vljvGa0DNsY3gQlEI7sFPH9EyMLgP9nUD89ZTs2kCyeGtOg71SqMoTjR3poSZoTYg0Zd8T2k70eAKku4a6DckxVD2olxxhpkkP7m7Lpugr0iPh/w4e6bIUPUbVi7n9RCx2c9+/wvS8Z+XMEed6I4oT1cU7uOShKolGBXpeUd/abr5nOMXYAYI/lRFu/t/04RJqhet4rvznF+m/5un+sy+hWy30+ipv/vELtG4Hrv/BDWYXVuldNpz9jUNUg3u6SO49KuAjjckdqhAmhCkkYN/BpmQjG9OzBedbAzSB7XmPsraYImHaCHaaPDQ4qyIeCnNoummZrMPxQxGd2x7bSwRrBpmx0GDzQDKQXsHh1WXyyrKU5XTigtnfUVxamuBRzMe3GMwyio+MUL9+DjMcQ7/H+LH/CD3bd3Dlj5/H7uyirGXz128yftcZ6k5E8sXLrF1tUzx8FuUCh4+nInC2vopbblN2ZOBPhUD3ZqDsyyxHcix9i5VXCqFEthLwkOyMUfesYnMhLZjSc1KduFTTe21Eudqi7FvmZ1LyJd1IWUsP5PoPduleCax9Y7CQCzjRViKEUz2hEzimln2njF5g/T4JVD04vhRx/NCKHNB7HjMaUVx8GFPIpCvWUG30iKeB9naBS1KmZ2Utb/32Ebx5o1EVlT2mrIUoRpU1yaCifdsQtMWlhroT2P+AJ0QePbMk+xBNYLau6c3EkUx5SQ7f6fVtEeiPHwvE45j2rZzuzZL2rm6Cs6Loy2j15KIiP1uhEkfdNiT3jcldxJXpKkVmefUXH+Hv/fQex1WL69MVvnnjLFvrQ/ZvpBIXjGCW39w+SzWPCJXGtGrOXa8lm440wcL6NyqS37BSMp9pMTkLdcvQ2qsIJqJYVoLLW0NII1wrRtfS2de5QjlHaGeykBouddWNiIel8Im3KmyrpioN0c2YbA/aO446s5Q9RTRtOuxKyQNtOMsgwWV8XtO9CVG/hR3MBIM0Boo56nhENJoSAa1XNSGOCK2Eup8yupjiUqjastnsVLj5vbegTi3RNLxN2fFuXLP7KpJjS2tfgtTRY+2FG9F8K1CuOjqbEx5d3eNLV+/lAbX7dhZJ0zTTV2/jh2OUjdCdNpf/x4d58M9/6Y5AHxZ885OBotbrMT6GOgvU7cDxw5rZn3uW9Fh0V3wkvqR2JgnA+H5P9fUWLtG4RIn5B2BiRTQR9lOdysyBriXC1y1FPJBq8WJ2zEPpbWY+4bePH+Ibb10keSuBNlTLjjCOFmPxLhXarikcpjRku1D2FUVPmCsn7kh4iI9zkj1H2xhCYnBft1TtDmW3x+6KZvSg59Z6n04nJ4sr6sae7o2/3KGulghzg57e3VJt+7sT7r98jvrmLdz2Ltn1m6C0EDrvP0+dGfIVMfHO9gPV1hLTswmmlL6Vt9D/7SuMzz9APJI5hezAcfvZhHtvZgRjCKnGTApsEUiGDl168uWY5cvzBe7ts4hkZ0z6yohQO+KnLjK8P6ZX1aT7JdmuYXpOsTIeo7td2ZNJAtYS8pzQwDPKWlk3ownKr+DOrGFuH0CA5MIEax1Vbaje7LL2QmD5S7eotWFyzpIcN+vPWuZbaeMSV9O5VRKPLXWmKDbapLdbQhBoVEtlzxaEqzcxr5WsfEGzGkfo5T5+pcvxk33KrqVckhkZ2wzfTc5aornEFZW+8+f6bcG68Rsl81VNMBozr2UDFFKi1JkS9/g0gFeEUuPTQDcruDVcYmfa41eefxcA//KXPsxv3XyQy7/5AOlLGe9du7HgMysnTBP7Qof20pyoWxBdzhqhL7AzJ5BJAJ9YfCbKhjYPlD0tiom7NfEokN+7LBTGTnI6qWZF79p32/gkwreFFeEjSfl05WVKdm4w1sHI0nsTelerhbiRt4L5ntiVBd2wb4JUHDYPjWVbkMNFa3w3xbdSQqdFmM5kAY/GhNFEGlIhYI/ndLZL0mMxbq5bMN9QlD0oe2pBA7V3DGbcjct2KjkYjcLmXr7DXFgpLgmoVk07KZnVEfb1hm1jTvHkk6DvDg7R7YxQlbjhiH/1B//m6YcojbIWP5th1tcwSz2OfuK9RFNpCsZDhZ1K9eRSmK9qbB4wpTA2dCnNdlXD/rszyiVL2dFUDZujTkVCoVyy1G1NnenFmgJZO24Qs1v0mPmEF6cX+OKrD9D9ekJy3AxUxR4zkzV0wrOP5gFvmntfiwZLduSb4Tpp3tOwt/Rohs5LzNGU6DjHzh3RzNO9VdN/VZFczpjOEvrpnPtWjljvTun3ZthI6Iv2Lgf6fLNm+tRZgNOMOHiRt9BaGsiI9EF24HGZwJ7xxBPNPP03ckJdc+7Xj9A1rH9mm85Xr/HUD7xKiKOGmKHAeVa+eJvJmYiyb/GRWPwFLbZ+ZlwIfdIYlDUkt8ei5vr4KmZasvRWJaYgzzwuHsXtNqohK+hOGxVHkiBY2Se+GaYKiay7eCxDmyutOfNBSv9VWH7+gDCdobOUqi1G4zgvsGmsMIWn6ie4RJ63nQfiQQFND8mc2UJdOIteX8VNpoRKpC1CVeJnM+rtHfyLr7Lyb19h80tDelc9aKmOXazEdL1RX/2PScy+LTL6fn9Kvpo2nWbJaF3bNEFUglA0VtRtRVCakHj29pbo9GeM8oTOmxF1JgFMPbeMcVC1myy4UMIyaaiOLg1UryzhskD/eliM/2sfMLNq0SnHK1RVk+1LE04FYcXYeWB8PkJXLXThCFZTrKbEwxIiQ9UX/QnlAroQo4iTMefu9YKym1LsdNl8y9O9OkPXnqob4xJRpEyOm0Xe8OrttEaXjtZ2ji5FnVCVtXTdG99KoWo2Z3ZZQWQZf88lBpcM8w2Pj5uBqTjAUk67l5PPY+rcQq6xI0M8Uri7DN10O3MmSxkuQg45Dz47pYiGueFw0CGLKurWSSldL+CbOxusbiQa4bMffh+Gz93BF3cLGeF6Z5cbH38c/VW1wMN1xUJrP2jkXgVRV6w6Ij6lZoF4oBnf6wnKNNmToupAPBS4ZbpumufKIqM64cj3XrN8uvcQL69tsvPqButfV9jCky9LIx4jUOTJ9zZ5aGQahDLZdp6FprrR+FhLE7tsJBCaPg+R5eqP9LFPD3hgRUTW5i5iKZpzf3bAmeiYmU8Y+5S9sseN/jJXl1bY73Tv6nONVnKG93bYuINXrowwUfRkTnYTksxy/HCLOlPYmSI9drhYIIf4+gF0O6jhlPXPiGtX/th5ptND2sMJfrUnb9tN0aPA0ls5s78wJPk7a5K0eaEeqslsEWRRCnYPWHqjxei+DDUrSPYUnZuWvfe1OXu4gZo20N5qG47E/MXec0Ge63giPPhaKIzGGJYvFxTLGbdWUs4+5+l/4Rr+8AjV7aL7S9QtaO80FGuj0XUQjv+kmdiflugD+RyfF2CM6NNYI3mCd4tkTL/rMba/t8/sTJDhsJkiWKjPFnSW5lSlZTpJINeYmSbdN7S3v8MkELK4YrjqyVci2jcqXHZq5psOPPFYMV/VzDcVKq0JucF2amZvLJHuS+ajHXgTMLVUAPd96DqvjTZ478de5rnffFTeLIjWfTRW9N6E7o2SaFigKicTldMCrTVY4agqF0h3pgTdoepY7NSRHVTkKzHDexM6t6X6sNOauh3ho4TZhsXOPfGokUjIhQcbIoOdVmw8VxGMxg7n4Dy+k4CC2ZohaKGi6dLhUhmKiG4egtYYIExmsqk6bUISoyIFLogF3Uab8qk1ip7m6InA1mN7PLtym57NiZRj5mOGVca0jtmeLOG9Is1KtArM+gmzUcz8zN3N/LK4YtD2VG1NPJG/g5bgm+1p3FBTLhlu2x6tSwMOfvK9bHxun1s/sMGZz48Jz33z9M0axs7P/s+/wHP5PSx/donj7z4+xVeDZ+e/+i6KG57+URCYoBC5COWksjrhWysH2a5UiMUyxINAMoD5ec/4gUDnqiEeBqKGJjc+b5hckPeMj6UyNAWcyOBmB5740yllSLm4XaHrQLlkUV6RbzhQgfRAYUpxyLI5tK6MhNmhNWo8FWx6qUPdz1Beftanhmqpw957lpldrHn04Zv8jQu/zAU7oKsdESL/MfAw8DE79RJGBVJdcU98wANph2GvxdGZu8uj77QKpmfa2I016p3d0+Z5VeLeuIJOEuzFcxQfbDPfhNbtiGxfmDFrX9iVN6kdoZOhCtkPOz+To6cttn9mifv/78mCFul7Gbc/lJH+i5TV2xPswZhwdAzGSPB0DrRG97r4yRTz5ZfpRk9QbXSJjmZ0buYMH2ix+73rbH72EGqHmuX41T7Vw2eZb8REU0d2owVv3iAelDLJGsck14+4cJCiygr32pvUzTrTUcT4u+/Hx9C5MZdm+NYqBMjeOCAYjXKeMBzJQJ6WIT7dzD742EIrhg8+xeieFrvfBQ8/fZ2P9V+ma3I6JqfwEWOXUgXD5dEmO9MutjfFas/BpM10OWO+9c7D97dFoAcp50WC0zSccyn5dR2oE0XdhtCuMbHDDyOS59u09gLTsyy0RE4mEauuZ3vUoywtr822MKZpnGnwceDcJ+aYXDJHPStReSlNzdpJAyyOJLBajSpr4mHJfDMVnnDpiUeBYlmc4dObM1RREpKYYquNKQKmOmkcNZdmwW32rQgXaewQVFWjCouZ1agQyzBNGcALJpwcFfijQYPpNae3tQuZUrxHFR6/knH4ZEL57Jil9pzH2xPWE8mAR3VKz+bs5V2uj5eZVxajA7F19FtzKmdErtgEcHc30PsgpionDjxBN89Yy5DXycBXXVmq0jJ5t2d837rAU8MZ7g4aH0ox/+H38/mJBLL7Wwc8H0Rl8IRKmB4F0iMZDotm4vsZtOJETpgAZUfjYoFy4rFQ/IIGMw9ER4Zq2VFn0H/Tke4X1C3L+EJMciRyFsmwqQJOZqwMDc9d3scdafTYLRgoeAW5Edc0LxCdnQX0gfiqqigiOI9qx/gkWngXmGnJ8UNLHHyo4iff/xkeSHbZskMuWMkQXVMBbNcRN+oVymDIvTSS1+0IFzQOjVaeaDHueXcupQIhgtDrwM7ugsGi2238dIpe7jN6Yo3ZmYBfL5naCJSmtds00BvZD7QmWENxvk9xNQKv0IBLJSwpJ8/vnn92SxqlgNvbX2gUnTRVgcbnQCCk5MoB00c3iY4V9mhKepgx31BMLvXpPi9+0iov0FVKNBH8P8QW0+00n9tU1WWF21oCEtRrCDxlDKEsBabJBY8PRUndTbC5x+8fSuM3buS3Iyu9JqVkYnc6h27K7e/uwoePuW/5Co+nEzaTEUZ5qiCmLjMf89Wji8TGoQlsNHt6XCcM5ynogG9/hxmPpLaGpYrpmYSykxFss3EanXSXwHzDY1s1rtJEE8HGbC6yAHUmkABAsOA6nsnNnjg/GSmz67MlOvK0n8+IjucCC3kE6kCCLkoaraqqUVUtgkiRlaZQL6ZqW+JBSXrsyFeE29p2Dn/9Frq/RDbLSXbkQMA3iyeVg8ulFjMtcVEisgZJhK5qUcrTEpxsHrBz14zSi7617nUJsznUNVgrjaOTG+cKkoJYAAAfIElEQVQDsweXOXgionh6xpObO8TGkdey4ad1wqyOuFavcOO4j9aBXpZTOYNSgUmRMJknhL2UeKxw2d3F6FNbo9sV+aql6go05RLR7FFO/ttngcg6qtyicynzdY2o/J0MDzVQjvmZXa7NVmibkqmLmf/Ig3Q++wYoxcHve4hoJoerdnJgynRqE+wROmQ88XLoGGly1S1F1VOk+4F4qKjbGp8E4lGNffkq0XKfeNijdz1uXhMa3SK7OLxM2UjUxqcHmSn8gmGh57qpLgTvt4WHKJJnirA8gjWESDcT1YH99y0x+MicP/vUZ/ldrdfQypOHCI8iD4Z9HzPzCVfLNQDW7RgAowJjl7Ff97g822J73mM9ndzd5xrVHPUdo6fWSM738bGm7MoBaotA2dHMNhVurYBKYyeaaCx9phBHTRV2CjvsvS+hc032ubfgY81sI8LFinToMM/toJRayFZA0xu4YyL4Tulrd2sH88A6xVaH9MohrX3PbNMwvNfSfcHgbm6jl3pEeUmklAT12slwXl4Lf72Vwt7hoidgG6gw1LX0ySOheet5hWq3qHpWJvxbGRSiS4SJBFpq1AJDWeIvnuH2h3qEDx/zey5clgy96GCUJ/cRgypjhx5f3z+P0Z4L3QE+KKz2zF3E3qzLYL9DtB9Rd7/DMHrnNe2lOaPHNCrXYq0XN3SomSHEHtutiOKaep6KrsY0EA9rol5E0VfUrdBoyYjTjJhvNxK8GrLLCb2rnv4rA+Eoz8tFcEc1Yv5GS5ZR1ZLdz3LotiCIhZiPLD42RNOa7NBIoFhpo14tF4qIKoohjmR0f3kJtZI1E20SrOy0ptbRnV9eXhdAlcK3D6bRw461TLrWoo6prH3bBvG9jIMnImaP5ZxZGbE361I6Qyuq6EQFgzLj9d11qv0Ms1KwtjzGB8X+9eVG80YRjRStkSJflaB7t59rq1MwuWhRhV64a6EDFAYSR5Q11NCgULVQF6NxoNjqYl/mdNpTKQ6nLUa5lL+9tGD+Jwfc/qMX4XrG2ovCvDlpqJ/g4S6VAHRnUNBVEC/WSjL5oAXuS49Cw3QSFyE7mUpT+6onThKIIlSawlqfsrfKfPW0EhWFQSVCdY2uiegVyQSzKViIx3mrRLo2LyRwWNtkfvI7zs6kzH9gxE88+A3uj/e5VS9jlCdVFamqOHIdXi3O8NZ8na14xPn4kDxEvDC9yMQllN5yWLQ5nLc40x5h1N1/rlE/Z+eDLUweNxaB0rSwUxnEC2mNiT2u1JhcqqfkuMa3Ioz3+Faj5BgZVr9VUbc0VaZxMUy3ImweaN8uiZ67DEq9fdAJQBt0lgqTJpbezslEdHCO6CinXM/w3Yz2jRmz9Y40M9d6hKvXRdf/jvdSxqA7bfS0kECfNNaThVtUGKfTx5o6VUTjgJrOCa1UhMkmXgxhioKw2K/qdI9HEdd+eIn6oRmXlobcyvsc5m0SU3MmHTKuUz57/QHKK12S+0fcs3JM7iJeunEGXxpwCntkaQ0U83MOtfTOLeG+LQK9UoGlLKd3Mcd5TVHJr1V7DSvy7wCTQYtoP6K9HcgOa5LDnPi44PgJMTQIQ0vvDXF4qTMWUgS6FApj+9ZcGpmzXPjupnE7SiJCHOE70pEPOhV1vslcSkbviffAxV18rLGDivZ2yWwzplyKyO6UjtVirkEUgw/o3EFqFpijLmt01QgqNQyAoCQIxOMg6nRKBqpcEqHqPkH1wSiqliXYk0onMFuzTO+rMTaws7+EMoEsKwlB8dL+FsNhizCzmOWSrFWwc3sZux/Rv6EWyoxFHyYPl6Ah2nvn2hnv5NJKKojOxYIQFPMyIgDOaZzTaB3QOjA9zjDHlmxfhk3isQTc9Pw53P4BALf+y/cyf8PjMxmyOYo8FJrWDUtrt2E3jIQqGxqJibplqNqavH+ieyL3LRkgWXWA1oFnEhmZXp4G2jcDs00x0+h22tIEDkE05LNm41Y10dRRLDXDcHUgmoqrlS5CA9GcjFiKV4AtZIiobsN0UxPet4F2G3gj1WvVUotG8fhBxx+672WWzJy3ynUMgc1oiFOavbrLlWKDmY9ZjaYs2Rkvzc9zZbrKS7tbzKcJcVqxsTThvWs30CpwUHTu6nNNbc1Kb0b1cE7tDLXTGK9xDfQXNWdqeZyS7liWrng6N3Oi7WPCYMTs2QepU016VBHvTmi/uo9baoPV1J0IbxTZmweEwQhfFKd6/HdIOpvVFfzFDanKQ0AVFer1KwtjF3X5Crb1EOVqi/Stfda/Bvvv7nD4ZJeVr73ddUsZIwycILImyrXksC5L7DBHlxEqPTVwV5HFpYrWfi0UzSTGJUokHJY6qE6G0hrXTRa6NXpWMj3XJd+siY3ntdsbWOvod+bMdMTn9+9n+2iJcpjQun/EamfGqze2sLcSutuK1p7HRzC+oKiensj9Pnzn4lTfFoEeIDKOyhmM9ljjKesmGAaFVoGystidmNYtRXYobAWXReii5tIvTbn2g13a28JmOMHP7EycWZKhJ9srhY5V1fJHa0JRynBEEhFS0cbwiRXDi1aErSSrPyk3o0lN1RUtaF064pGj6mjaa6uEnV1CaPTFnUdFgFbYUU7dtouyP0SgC+kFYBqt6oZdlAwdqqypVoRqWKea8T0p+Yqm7IromEsErgLpRei5xtdyYMSbM5aynFkZMXqrLxTCtYpWO2e83aV1wxIPIT32jO7TzB4oWdkY4ecJ5W7rVLTtLl1KBWLjxEwaMNpTOYP3evHvVWUwA0s81IsGp4sUVdswffIsPj7H8UOWqoNk/FOBudCaaKQFlz/22LlvsFVQlRfEJ9XUibAXXEwjPSD3Wg2EsaRrUb+s2s2G/H/aO5Mfya4rvf/u8KZ4kRE5VdbAKhbFkkhTpCaquw23LVhwu2HvemfvvPTK/5xhwPDCBrwwDNmGJMukKHEqVRYrK6fIjDlevOHe24vzIrLYbcFsoAywE+9bkShkVlTEi3PPPecbakW0EipmeHgf9enTNu/WyszVy/MRLRp0ZbfZvaYKW6tnCZ6W9CFVQzyXw6Dqi2iuuBtYvgnhqKS/s6aflhzGJaWTr+O72YJJ3aNovXc/yF+wa5ac1bv8YvaEZRPzvf4Fh9Gc/7N4yKeTu5yOB9SjjN1HE/7i4We8lY6YNj0u6h30aw4aUCpgtMd5jTWOAHivUUoOcWM8zmnSU0v+ItA7qzBT+R6pvSH5L59z+S/epv+8hqomJBFmuiSkMdpq7LrBX4y2HfoGr+or2N0hGE1IjTRHjUfv7eEuLwGPX62w10vcA2Hw6FVFb+RZ72rM/i5udLX9XaGppUEzhjBfoKsBPjLoqkZP5mif34xLtUEliXjHT+T1N4d9GTcGWD4ZUByIhqDcDfgE7PKGcWWngaYQC+Ts7QlH+YKroseLXz3AFgoel+zmBV8dH5J/GZFdBgbPSkY/SCj/8Zx7u3Nqrzm/Gooj7TfEt6LQW+1pvEargAsK55WY2mmPCwofFGURkV8p8jMnYolI5thWg52WPPyvBXUu/xxJeae1Bw7E05roeoWaLWX2qzU0jcxGnZcgAKDZidtiIRL0Zpiitx7SXh6cdIDrWey8Ip5WuCylebCPHk+keIcgV7Z23BLajMmg2+XyopQHNDK4RA6zOreYGqJZJZ46m/lxX7XGSnI1dj3h1NbtIm5DyTNLkZ+XRcQo5JTXGYPnLRc8sqwvd9k7Fhl5tArM3zCU7xe8dXTNtEipVjEMalx4vR19rB2VvzmwndeEoLDW4Zz8d7222EqES3iRxjc9cEvQjabOWqpkLcyZjcoZJIC9dyk+3hvudmvDLjLxtvDWf4N04veEjxwtxUI5HYvF8CZ4xM+gGiqKN3fIjhNULVYCQoXz2wXghjaLArv2NKlEv7lYOM9NT2GqgK4CfkMWAJqBZ/fNCQ+HU+5nUwZ2jW5vrQaPQ2PwvFiLd/6qzU7+vLjLL14+ZpitaYLm1+4Rn5zcw18nElL/3py/fPQpP+kdM/MZdTAcRXMq/5otELSnapsy7/TXDm5jWmXqPGLnCgbHFWYtIxtdaVlU1jV3/vPx1vUVrQmJNFN2WkDd4Npksq/59L+af6sU1Z4UXCsvCp0cYfMMf3kl3jVfHGN33sXv9tFXM3ovE+qsR/PuI9QrkYzKRqJ0ryo50GE7RnOjK3SWoLJUREdKoQZ9cWadrEErXGpRTsJDlnc1dR/KQ48/qAle0QyVRHZ6CInHXlu0g2UR80INGb8c8sb/9BQHGhfHXJ7d5f7/DmSjkuTFlKs/u0P9sxl/8uAFkyrj5WxAnq+Z13/P6JVlY/FBUTnDbJluHx7fKGzSUK9i7CginglroRqa1geixluN60VEl0vsxKBWrZ95Esv1SylUWQtv1lqoA6FuF7DtvDtYQ7Ba/Dqimy8vmUH5CFN5ouuinbHXVMMYHxvsZE0SG8rDlPS976Cfncpy11q5KWTCqdeN0PRCEqHWNbpyVAcZuhHf6U38na4cqqzQTYYKAZdAk0vggllr6kqu9y4Wri1BrFqjuVD+/FUKKmVvHHApoGH/Y0W8CMQzx/Qty+jHkD2ZQBHz/Lf3sXNF4hTJNaRXHv7d6/tcm6CpnGFdW9ZVJCObxuC9wlhHU1pCYdulKFSDjWZCimKVa9KJI5lKt77x5w9aunS7EGpriDXUsngF4aJv0nckx7OlWMaIpqIRN9ImF4FaUnmiRWC9pyV+bikGWosHlujD7xL99vnNMjyKpEA5UXSqIAIWsxbdw+pIb5+fJgNTKOKFbzn9gWihWD/03NuZs6xjPquOGMZrYtNwlCy23fdnsyNWdYwLimczsTB4eTWk15Ol46+fP4IXGclEsXq74v1/+pS/OPw94ybnP17/gEWdMK9T5mXCxeUAfvr6PteysdTOsCpjimVMcFoiLGuNSh1hZUjPLfmpw8eacj8hmjeYaRvS4wPuQkZyWzuCJBHtSBzJYnWzm4Gbg1WrNkpXCRfdSvNUt42U8hFmkGAPdrBnY8J8AdcL1m8fkNYOe3xBP3vA4mHK7vffwX/xTIRUphVY6DYmcFXhUove3xXe/LrCv3GEvprRnJ6jlegC9NVMBE+tTcXqUFPuQzyD+Klm0cTSmNjWWDAo4nNL/lJ0HO44R4WcN88c5VB0Qgcfe3Z/O0Udv6T+4Dt89m8PefTDl8wmA/77r9/FLDW6gniiODr18G++2Wf2rSj0Lijm64T5dU78MpIrjJIvfbUXhC+8UrgY1nuy8IrnEC21iE5WbeGuJPVJ1Q1hutjKjcPGY+KVRabSsugs37tDkxvUJuhjYwm6ecY2DnFORi26qGE3EYaE90STNS7NZYy0N0St2wWJ91sapG48LtYt00fsEmQpp7f2Bqq1HiWORGrfinFcLApPW4hBWLmn0Cn4WGFWivxlwNs2Q9YjsvlFYL0nP5ddO+zKc/V+zOKnBfcPp1yMd+A0JT/RN6rMsdt6rLy2z9VrVmXMfJniZrEsgBXQKOqeE0ZUr6E6hI162c61JAeV0iUrH8TF0QdM7YknZXs7Eq6y8gG3+YwCQo+N4PLHubxXrWhq4xFPo1o7jJuRiy4DSS1fNh+BnYi6ruor6twS7Q1lcd84iCN8GsuzsBnzqvYGgZIRkG85/K1mYOOG6aPW6yVxDOI1L+a7LMuYF5d7PLwzZlEn7MYF12WPpxcHGBPwXm49odbohWU+NKziFP08JZor6h8u+KvvfcI/yE45r4d8NHvA51d3aJxmNcmILiNU8pqXsUExnuY084jB7yIx/2oZcvXAbkN6RGGsMZV4LNmxhdG1ZAf/EdaM0CRv8gE2UFFMqCvMO09o7uzgFG2GhRR5NGIGpxWmMNvfp5aFfI/yGHNWEX81ptw7ohmm2H4Otdhlb0LYlVKodYVyQuMLTbNtDNFC9fXDXP7OpoHIUg/Eo2rTmMVT2TXd+4Vn9pahGihcKsSHw48bXCIq+OHTEl07zGiOfXOfZGrIXi7xH33G7F//Kef/suLJwxMu5n3C7/oML0QR27vwZGdr6mHMN8W3otAXVcR8lNN7GjN86rGFawM/AnVuKA5Erl/uycOUTOTnvBHlYXE/xyeK9LzErCrU9Vyu2E2QD9y2V+5NV6bFtGj17hHnfxpT7Xl0pTj8TSAd1fik9RtvDcbsvEJPxOEu9FLsUlS8bpBK4Qea3GLz1sGytSzFt7xhJws6l1kMUow2RAjVeIKy7SgmiJgCtoEnG0/3ZCK/I1qKbcEmxSheiM7Axy3Hu02i6V0KvTCaOVb3Imbfr4kjx8mzQ3rHlmwUthaq6bVYJJe7r/dxWNUR82VKuEjJLvXWn1/X4u1SHXj0XkNyZ0nTGKpJIsEKVrrv+aHMO7JRIB07WInboK48QfmtgYduvByaQcJrLn+UUf5szv7OUp6t3+8Tj28Og6AhWohPTX5WoipPsJp4buTGmItNAiiKA0s8HcgiMUvE818jHX0tM33fjo1MFbCrNqikYRspqF3YagZEUatYNTHLMpaF+dLy3O2T9ipOzJDlKsGPEurEoxKPvoowRRtT2ETYpSZawvow8PPvfMkbyZhPVg/41egRJyf7qIXckvJzLWO//uud0U9XGf48ZfdLzZ1fLkWxjfDPq4OM2Zsx6wPF8oEc2MlExnC+F2GsRQ93UGmKvx6LEd3fxMbY7pVM3FBXqD/5gOO/HFDuSxDP4UeOdFSLXURQ+ERymPWqwl1P2mejIR6X+MRiez3CdIEpDin3E+z+LuErMcoLXmqFThLwXixGBn24uISyRC/WUIulcXEvF92O86ioNUVcB3Sj5QY3E7JIeroinqas7glVNJ478s+u8YOMehAT/+ECP7qCLCNRimS2wJ1fYL7/Duf/JNDbKfni8/vkf7Dc+dyRXlYoH7BfvMQ/OhJ7lW+Ib0Whn1z3SV5G5CeBZCKK0k0nbQuPXRmarFU1BumMygGs9yOqnYhqGPBpIDvNGTzL2P3lGtWmDKH01hZgM2cNvZT59w+4fs+gP5yyF9eUjWGy2mOoI9IroV3aosGsGsxoRpjNIbIoazBFTT1IZGFT1OjK4xJNvZuSTKO2uLvtDUL5cBMHpjWqKLFL+fmNA6JdOFTjUXjh4zpHvNDsHCvp2NsQDJdAfuapM41di3dItBB+tinlkAwtLx+gOIqYP9KYicI8i9i7DmRXsrw0hdv6triewdSvt/ObzDP8VUIy1sQzvkZ71JUCB8b47fJOJR6feRbf85Q7FUd7cwbJmi/O7qA/7/Hgv/mWsSTXetXmagYtIQ9Nbhn9MKb4yYp/9d3fsBctWbiU/8AHzD7dJ2mLvV0pohlk1x47LQlW44wimXmKfdmpaOfRTm5Uxd0EO4oIqewwNvRXU3le3WCbtSe7UjSpbl0a2fqp0+6MkkmguIz5NDsSDd3KYmeGsNIUUUyIA7oQrQhKdk1mLWraTUqYCrLQ1Y+XnBYDPhnf5Ww0hMuE3qXejr58JH+nnb3eLfvyImfwXLP7RY29nIlWYbP7CpksvVNuspYzhW40k3f71D/ts7ovnW/+4jEHH5VE/+VX8otDEL+cV0NhWqifvs/JPxvgP5wzTEvKOuK6GbL/O0jGjQT9lLLn0peTbfYBgJkW+KMd/MEA9eKcaNWwPoipHwyxJ232bt3eIoyBdQmt35SyEb5Yo2dz+bM4IlhFMqqEV1+WsgeclKS5xlSaaCnfQ72uSE5K4uuYeleYfOHlOeorR5KluOlMFsxliS5LfFGgfvI+lz8ZkFwo7O+HPDhz9E5XxC+ucafn6J2+LIMbT3q5/lvv0x/Dt6LQp58n7DwPZKPma9e1bdhyAFuE7UNe7kF5x6P3S4Y7K3RjKYqY5cBS9yOi1R2SUYm9nMHVZKtOI7JMP7zL+B3D6nFN73DBfr7CBUUW1Zy8U7BYZyRjRTyrMYsStVwTJlNxtwP85RU6sugswsca14uJL5bUh8KUCZHdKmVxDlVUaKMwWl57iCNU3WDmJSq2uDySGd+yueli2iKdTBzRsh1jlWFbxJUPRKkEVovASkHRHii1R7XX2elbCcuHIgy7+78CyXXVjnik628yQ71j5GAJgWj2ekOk60lKMtZEi3YR2dbFjakZQL22NLWMqnb3F9x7POe9wRlHsQiApk3Go3zMx3v3OavusfM8ondek563qUlGivzJz2P8O0s+eHDMj4Yn3I2m1MGyE0348/vP+E/zHuoqk/npLJBdNiTj9npfO+y6EYOyJKEcyMghmXmKPU2Va/wgQxU1IRXWjS4bomkg6put06qufPslD6z3DaoRdazyYevbJFkAimrVBxtIK0W0AJDDuRW3bnNlN+lJdtW+X33F/LsNh29OUCrw6f94i+Ra0S/bhbWFui8jT/EwVyST1zuS2/uN4eCjFXa2Fv8WrSWEu5/S5GJgphsIrVlecQTz7wR4sGZvsCJpDKq2zHYT6jzh4fKHROdT/Msz4cu/kpLlfv4hFx+mLJ448gcT7vQKaq/J45oXT1Lmi4R45jCFI7peEb48ptlw7pUWs7vzS8wgo95LiRcD4qeXuOSejOV6mczhW+pmaBr8ZIrJUhkPRha/LnFX1yhjMPfu4q0iumy9cXo97Mqh1w2DT65RZY1/eQbG4JbL7QI5ynOhZS4Wwu6pm5u84lYLUP/5e4x+lECAt/79BD57JrRPYyCK0G89oj7aQZcNZrzEPB1948/sW1Ho89OALds0pSAUuA3PexPMHZTwx6s+rN+oGRwtsMYxm/dolhFmZkgWmmQCdU/TPEzpGUUUWdSioH54wOqNlLN/qDFvLrjTL0hts90PFKuEMIuJFtJ9m+kaPV1A0xCsRbVBGABcTbB5SnXYI8QaVTfYeUm9m+IHGeZalqobZS1wM6oJQRLq21EDRm0VnAAhMjS9lqlikJDx2m/DwlXtCJFBNR4fG+kSjPwuH4m6EqDcE1vc/nNRECfXdZtbG6h2Y3wsS0Rv5RB93dRKADszENSW9eITOWCk29xcyTU6ash7JR/cOeX9/ilDs+K03uWy2uHZYp/xOuNq0sfveqaxourH7KSa9LJk8Shj/K7m8M/O+EdHf+CNZEyqaupgmbuUqzrnxWoXV8rBmIw92ZUscfFB3suqQXmPXtfYZUSVa1ykiGeeeBFwiaLcT0jPnexqdNvVG4Wpw83opt3xKHczn9/ckupMsz5EVMFeHgi7eMU5dBla4zU52M06bKMnN4Z8PlKU+7IAHp0M0StDfq7aJkgCyJueZB74KBDNWqbH663zDJ43YBTNMCNY0SsELSOsprXO1RU0ORRHgfpeze7BgjSuWawTlvMUfRmTjTW9Mxlphkd7REmEOTnHzeeY3SHlh9/lq38e499asdsv6MU1WgXWVcTFPENfyvc1aEV8Mha2zbbIKzaZBW62wIwXkO/hd3PUp8fEV0PWRz3UTh+uJ/Ldbq2uAfHEQerOJr831BXEEaYMMqI1BpVnND2DNxnJhUctCvGd3zSs7b7BL5cipgzh/x7m/sY9VICDjyvsyqGOT/FVJTYnTx6L95XRMtN/+lIO2FcZSf8PfCsKvS0CLhI/FBe1tsSZXH91G/LgI7kOVvuenaMF/bRkvOjRFBa11qQXmngqNribjrjJLT4eEOyQ8fdilo8CydszdrKS2DhcUFzPc9ZXGfHI0LsShePW0D8EQuNaGpYXGbZShKpCX82IYlHKgnSFumnl9iEQlivxtogjghc5f9j61cj/+8TSZGK/uhUveo8pvWSOOtCVv+nCabtDZB6qK9d28Q0hMWLrHMs4yBSenXEtu4FI4zJDPbAyTyw8qlFE1Y0XjK7D3ymD8ptAmC5h6xoaYo/qNdikITTyOrWGJKl5sj/iBzsn3LFzzush0yZj0cSczgZMxzksLcrKc1ANYY5l9tgyfa/hnXde8LM7X7Bnl1sDt3GT8+XyDs9m+4xmOVSyeLbrgF3U2/dzOwPWGlU6knGJT2RODzJ395HI8oNS6FVJSCxaa5r2Pd+8h96IhXHT09S5Eo59OxHQrTmNt20KU2sdvLGdNtVmpi/zfLsOhPqmy29yYRqZQhFPDaY9uFwKxaA9aAo5EOxKIUpjsYN4zTR6zNrjknafsWOodiQBq+nd/HuDkSyA+rDh3v0xw2TN+XxHGqqVJRlp+i/aWzygC9G3qIM91LuPufhxn8m7gezJlMP+Usz36ojJImc56pGcWfKTNix+VhFG1/j5/Gu3gS2Cg4srol6CTyMJBTqfEPViSYYzhrBx4PSibt1+X3Xrp6QVOs+F6195wrokhIBqHNnxHL0s8OeXNKvV1t9+yxbaCL02ocyb16gNOo7wpSd8eYz9pNwqdHlwF//emxAgenmNWWkxT2saQrGW17z+2yOuPwb1dzkVOnTo0KHD3z/8f7iwd+jQoUOHbxO6Qt+hQ4cOtxxdoe/QoUOHW46u0Hfo0KHDLUdX6Dt06NDhlqMr9B06dOhwy9EV+g4dOnS45egKfYcOHTrccnSFvkOHDh1uObpC36FDhw63HF2h79ChQ4dbjq7Qd+jQocMtR1foO3To0OGWoyv0HTp06HDL0RX6Dh06dLjl6Ap9hw4dOtxydIW+Q4cOHW45ukLfoUOHDrccXaHv0KFDh1uOrtB36NChwy1HV+g7dOjQ4ZajK/QdOnTocMvRFfoOHTp0uOX4a2v/Bbau8bYmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c24126e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Function to crop the center cropX x cropY pixels from the input image\n",
    "def crop_center(img,cropx,cropy):\n",
    "    y,x,c = img.shape\n",
    "    startx = x//2-(cropx//2)\n",
    "    starty = y//2-(cropy//2)    \n",
    "    return img[starty:starty+cropy,startx:startx+cropx]\n",
    "\n",
    "# Function to rescale the input image to the desired height and/or width. This function will preserve\n",
    "#   the aspect ratio of the original image while making the image the correct scale so we can retrieve\n",
    "#   a good center crop. This function is best used with center crop to resize any size input images into\n",
    "#   specific sized images that our model can use.\n",
    "def rescale(img, input_height, input_width):\n",
    "    # Get original aspect ratio\n",
    "    aspect = img.shape[1]/float(img.shape[0])\n",
    "    if(aspect>1):\n",
    "        # landscape orientation - wide image\n",
    "        res = int(aspect * input_height)\n",
    "        imgScaled = skimage.transform.resize(img, (input_width, res))\n",
    "    if(aspect<1):\n",
    "        # portrait orientation - tall image\n",
    "        res = int(input_width/aspect)\n",
    "        imgScaled = skimage.transform.resize(img, (res, input_height))\n",
    "    if(aspect == 1):\n",
    "        imgScaled = skimage.transform.resize(img, (input_width, input_height))\n",
    "    return imgScaled\n",
    "\n",
    "# Load the image as a 32-bit float\n",
    "#    Note: skimage.io.imread returns a HWC ordered RGB image of some size\n",
    "img = skimage.img_as_float(skimage.io.imread(IMAGE_LOCATION)).astype(np.float32)\n",
    "print(\"Original Image Shape: \" , img.shape)\n",
    "\n",
    "# Rescale the image to comply with our desired input size. This will not make the image 227x227\n",
    "#    but it will make either the height or width 227 so we can get the ideal center crop.\n",
    "img = rescale(img, INPUT_IMAGE_SIZE, INPUT_IMAGE_SIZE)\n",
    "print(\"Image Shape after rescaling: \" , img.shape)\n",
    "pyplot.figure()\n",
    "pyplot.imshow(img)\n",
    "pyplot.title('Rescaled image')\n",
    "\n",
    "# Crop the center 227x227 pixels of the image so we can feed it to our model\n",
    "img = crop_center(img, INPUT_IMAGE_SIZE, INPUT_IMAGE_SIZE)\n",
    "print(\"Image Shape after cropping: \" , img.shape)\n",
    "pyplot.figure()\n",
    "pyplot.imshow(img)\n",
    "pyplot.title('Center Cropped')\n",
    "\n",
    "# switch to CHW (HWC --> CHW)\n",
    "img = img.swapaxes(1, 2).swapaxes(0, 1)\n",
    "print(\"CHW Image Shape: \" , img.shape)\n",
    "\n",
    "pyplot.figure()\n",
    "for i in range(3):\n",
    "    # For some reason, pyplot subplot follows Matlab's indexing\n",
    "    # convention (starting with 1). Well, we'll just follow it...\n",
    "    pyplot.subplot(1, 3, i+1)\n",
    "    pyplot.imshow(img[i])\n",
    "    pyplot.axis('off')\n",
    "    pyplot.title('RGB channel %d' % (i+1))\n",
    "\n",
    "# switch to BGR (RGB --> BGR)\n",
    "img = img[(2, 1, 0), :, :]\n",
    "\n",
    "# remove mean for better results\n",
    "img = img * 255 - mean\n",
    "\n",
    "# add batch size axis which completes the formation of the NCHW shaped input that we want\n",
    "img = img[np.newaxis, :, :, :].astype(np.float32)\n",
    "\n",
    "print(\"NCHW image (ready to be used as input): \", img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare the CNN and run the net!\n",
    "\n",
    "Now that the image is ready to be ingested by the CNN, let's open the protobufs, load them into the workspace, and run the net. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "results shape:  (1, 1, 1000, 1, 1)\n",
      "Prediction:  985\n",
      "Confidence:  0.98222685\n"
     ]
    }
   ],
   "source": [
    "# Read the contents of the input protobufs into local variables\n",
    "with open(INIT_NET, \"rb\") as f:\n",
    "    init_net = f.read()\n",
    "with open(PREDICT_NET, \"rb\") as f:\n",
    "    predict_net = f.read()\n",
    "\n",
    "# Initialize the predictor from the input protobufs\n",
    "p = workspace.Predictor(init_net, predict_net)\n",
    "\n",
    "# Run the net and return prediction\n",
    "results = p.run({'data': img})\n",
    "\n",
    "# Turn it into something we can play with and examine which is in a multi-dimensional array\n",
    "results = np.asarray(results)\n",
    "print(\"results shape: \", results.shape)\n",
    "\n",
    "# Quick way to get the top-1 prediction result\n",
    "# Squeeze out the unnecessary axis. This returns a 1-D array of length 1000\n",
    "preds = np.squeeze(results)\n",
    "# Get the prediction and the confidence by finding the maximum value and index of maximum value in preds array\n",
    "curr_pred, curr_conf = max(enumerate(preds), key=operator.itemgetter(1))\n",
    "print(\"Prediction: \", curr_pred)\n",
    "print(\"Confidence: \", curr_conf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process Results\n",
    "\n",
    "Recall ImageNet is a 1000 class dataset and observe that it is no coincidence that the third axis of results is length 1000. This axis is holding the probability for each category in the pre-trained model. So when you look at the results array at a specific index, the number can be interpreted as the probability that the input belongs to the class corresponding to that index. Now that we have run the predictor and collected the results, we can interpret them by matching them to their corresponding english labels.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Raw top 5 results: [array([985.0, 0.9822268486022949], dtype=object), array([309.0, 0.011943653225898743], dtype=object), array([946.0, 0.0048101237043738365], dtype=object), array([325.0, 0.0003407070180401206], dtype=object), array([944.0, 0.00023906621208880097], dtype=object)]\n",
      "Top 5 classes in order: [985, 309, 946, 325, 944]\n",
      "Model predicts 'daisy' with 98.22% confidence\n",
      "Model predicts 'bee' with 1.19% confidence\n",
      "Model predicts 'cardoon' with 0.48% confidence\n",
      "Model predicts 'sulphur butterfly' with 0.03% confidence\n",
      "Model predicts 'artichoke' with 0.02% confidence\n"
     ]
    }
   ],
   "source": [
    "# the rest of this is digging through the results \n",
    "results = np.delete(results, 1)\n",
    "index = 0\n",
    "highest = 0\n",
    "arr = np.empty((0,2), dtype=object)\n",
    "arr[:,0] = int(10)\n",
    "arr[:,1:] = float(10)\n",
    "for i, r in enumerate(results):\n",
    "    # imagenet index begins with 1!\n",
    "    i=i+1\n",
    "    arr = np.append(arr, np.array([[i,r]]), axis=0)\n",
    "    if (r > highest):\n",
    "        highest = r\n",
    "        index = i \n",
    "\n",
    "# top N results\n",
    "N = 5\n",
    "topN = sorted(arr, key=lambda x: x[1], reverse=True)[:N]\n",
    "print(\"Raw top {} results: {}\".format(N,topN))\n",
    "\n",
    "# Isolate the indexes of the top-N most likely classes\n",
    "topN_inds = [int(x[0]) for x in topN]\n",
    "print(\"Top {} classes in order: {}\".format(N,topN_inds))\n",
    "\n",
    "# Now we can grab the code list and create a class Look Up Table\n",
    "response = urllib2.urlopen(codes)\n",
    "class_LUT = []\n",
    "for line in response:\n",
    "    code, result = line.partition(\":\")[::2]\n",
    "    code = code.strip()\n",
    "    result = result.replace(\"'\", \"\")\n",
    "    if code.isdigit():\n",
    "        class_LUT.append(result.split(\",\")[0][1:])\n",
    "        \n",
    "# For each of the top-N results, associate the integer result with an actual class\n",
    "for n in topN:\n",
    "    print(\"Model predicts '{}' with {}% confidence\".format(class_LUT[int(n[0])],float(\"{0:.2f}\".format(n[1]*100))))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Feeding Larger Batches\n",
    "\n",
    "Above is an example of how to feed one image at a time. We can achieve higher throughput if we feed multiple images at a time in a single batch. Recall, the data fed into the classifier is in 'NCHW' order, so to feed multiple images, we will expand the 'N' axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Batch Shape:  (7, 3, 227, 227)\n",
      "NCHW image (ready to be used as input):  (7, 3, 227, 227)\n",
      "Squeezed Predictions Shape, with batch size 7: (7, 1000)\n",
      "Results for: 'images/cowboy-hat.jpg'\n",
      "\tPrediction:  515\n",
      "\tClass Name:  cowboy hat\n",
      "\tConfidence:  0.85009265\n",
      "Results for: 'images/cell-tower.jpg'\n",
      "\tPrediction:  645\n",
      "\tClass Name:  maypole\n",
      "\tConfidence:  0.18584323\n",
      "Results for: 'images/Ducreux.jpg'\n",
      "\tPrediction:  568\n",
      "\tClass Name:  fur coat\n",
      "\tConfidence:  0.1025313\n",
      "Results for: 'images/pretzel.jpg'\n",
      "\tPrediction:  932\n",
      "\tClass Name:  pretzel\n",
      "\tConfidence:  0.999622\n",
      "Results for: 'images/orangutan.jpg'\n",
      "\tPrediction:  365\n",
      "\tClass Name:  orangutan\n",
      "\tConfidence:  0.99200517\n",
      "Results for: 'images/aircraft-carrier.jpg'\n",
      "\tPrediction:  403\n",
      "\tClass Name:  aircraft carrier\n",
      "\tConfidence:  0.9998779\n",
      "Results for: 'images/cat.jpg'\n",
      "\tPrediction:  281\n",
      "\tClass Name:  tabby\n",
      "\tConfidence:  0.51331687\n"
     ]
    }
   ],
   "source": [
    "# List of input images to be fed\n",
    "images = [\"images/cowboy-hat.jpg\",\n",
    "            \"images/cell-tower.jpg\",\n",
    "            \"images/Ducreux.jpg\",\n",
    "            \"images/pretzel.jpg\",\n",
    "            \"images/orangutan.jpg\",\n",
    "            \"images/aircraft-carrier.jpg\",\n",
    "            \"images/cat.jpg\"]\n",
    "\n",
    "# Allocate space for the batch of formatted images\n",
    "NCHW_batch = np.zeros((len(images),3,227,227))\n",
    "print (\"Batch Shape: \",NCHW_batch.shape)\n",
    "\n",
    "# For each of the images in the list, format it and place it in the batch\n",
    "for i,curr_img in enumerate(images):\n",
    "    img = skimage.img_as_float(skimage.io.imread(curr_img)).astype(np.float32)\n",
    "    img = rescale(img, 227, 227)\n",
    "    img = crop_center(img, 227, 227)\n",
    "    img = img.swapaxes(1, 2).swapaxes(0, 1)\n",
    "    img = img[(2, 1, 0), :, :]\n",
    "    img = img * 255 - mean\n",
    "    NCHW_batch[i] = img\n",
    "\n",
    "print(\"NCHW image (ready to be used as input): \", NCHW_batch.shape)\n",
    "\n",
    "# Run the net on the batch\n",
    "results = p.run([NCHW_batch.astype(np.float32)])\n",
    "\n",
    "# Turn it into something we can play with and examine which is in a multi-dimensional array\n",
    "results = np.asarray(results)\n",
    "\n",
    "# Squeeze out the unnecessary axis\n",
    "preds = np.squeeze(results)\n",
    "print(\"Squeezed Predictions Shape, with batch size {}: {}\".format(len(images),preds.shape))\n",
    "\n",
    "# Describe the results\n",
    "for i,pred in enumerate(preds):\n",
    "    print(\"Results for: '{}'\".format(images[i]))\n",
    "    # Get the prediction and the confidence by finding the maximum value \n",
    "    #   and index of maximum value in preds array\n",
    "    curr_pred, curr_conf = max(enumerate(pred), key=operator.itemgetter(1))\n",
    "    print(\"\\tPrediction: \", curr_pred)\n",
    "    print(\"\\tClass Name: \", class_LUT[int(curr_pred)])\n",
    "    print(\"\\tConfidence: \", curr_conf)"
   ]
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